id sid tid token lemma pos iajs-3058 1 1 ihjpas ihjpas PROPN iajs-3058 1 2 . . PUNCT iajs-3058 2 1 36(1)2023 36(1)2023 NUM iajs-3058 2 2 415 415 NUM iajs-3058 2 3 this this DET iajs-3058 2 4 work work NOUN iajs-3058 2 5 is be AUX iajs-3058 2 6 licensed license VERB iajs-3058 2 7 under under ADP iajs-3058 2 8 a a DET iajs-3058 2 9 creative creative ADJ iajs-3058 2 10 commons common NOUN iajs-3058 2 11 attribution attribution NOUN iajs-3058 2 12 4.0 4.0 NUM iajs-3058 2 13 international international ADJ iajs-3058 2 14 license license NOUN iajs-3058 2 15 block block NOUN iajs-3058 2 16 ciphers cipher VERB iajs-3058 2 17 analysis analysis NOUN iajs-3058 2 18 based base VERB iajs-3058 2 19 on on ADP iajs-3058 2 20 a a DET iajs-3058 2 21 fully fully ADV iajs-3058 2 22 connected connect VERB iajs-3058 2 23 neural neural ADJ iajs-3058 2 24 network network NOUN iajs-3058 2 25 abstract abstract ADJ iajs-3058 2 26 with with ADP iajs-3058 2 27 the the DET iajs-3058 2 28 development development NOUN iajs-3058 2 29 of of ADP iajs-3058 2 30 high high ADJ iajs-3058 2 31 - - PUNCT iajs-3058 2 32 speed speed NOUN iajs-3058 2 33 network network NOUN iajs-3058 2 34 technologies technology NOUN iajs-3058 2 35 , , PUNCT iajs-3058 2 36 there there PRON iajs-3058 2 37 has have AUX iajs-3058 2 38 been be AUX iajs-3058 2 39 a a DET iajs-3058 2 40 recent recent ADJ iajs-3058 2 41 rise rise NOUN iajs-3058 2 42 in in ADP iajs-3058 2 43 the the DET iajs-3058 2 44 transfer transfer NOUN iajs-3058 2 45 of of ADP iajs-3058 2 46 significant significant ADJ iajs-3058 2 47 amounts amount NOUN iajs-3058 2 48 of of ADP iajs-3058 2 49 sensitive sensitive ADJ iajs-3058 2 50 data datum NOUN iajs-3058 2 51 across across ADP iajs-3058 2 52 the the DET iajs-3058 2 53 internet internet NOUN iajs-3058 2 54 and and CCONJ iajs-3058 2 55 other other ADJ iajs-3058 2 56 open open ADJ iajs-3058 2 57 channels channel NOUN iajs-3058 2 58 . . PUNCT iajs-3058 3 1 the the DET iajs-3058 3 2 data datum NOUN iajs-3058 3 3 will will AUX iajs-3058 3 4 be be AUX iajs-3058 3 5 encrypted encrypt VERB iajs-3058 3 6 using use VERB iajs-3058 3 7 the the DET iajs-3058 3 8 same same ADJ iajs-3058 3 9 key key NOUN iajs-3058 3 10 for for ADP iajs-3058 3 11 both both CCONJ iajs-3058 3 12 triple triple ADJ iajs-3058 3 13 data datum NOUN iajs-3058 3 14 encryption encryption NOUN iajs-3058 3 15 standard standard NOUN iajs-3058 3 16 ( ( PUNCT iajs-3058 3 17 tdes tde NOUN iajs-3058 3 18 ) ) PUNCT iajs-3058 3 19 and and CCONJ iajs-3058 3 20 advanced advanced ADJ iajs-3058 3 21 encryption encryption NOUN iajs-3058 3 22 standard standard NOUN iajs-3058 3 23 ( ( PUNCT iajs-3058 3 24 aes aes PROPN iajs-3058 3 25 ) ) PUNCT iajs-3058 3 26 , , PUNCT iajs-3058 3 27 with with ADP iajs-3058 3 28 block block NOUN iajs-3058 3 29 cipher cipher ADJ iajs-3058 3 30 modes mode NOUN iajs-3058 3 31 called call VERB iajs-3058 3 32 cipher cipher ADJ iajs-3058 3 33 block block NOUN iajs-3058 3 34 chaining chain VERB iajs-3058 3 35 ( ( PUNCT iajs-3058 3 36 cbc cbc NOUN iajs-3058 3 37 ) ) PUNCT iajs-3058 3 38 and and CCONJ iajs-3058 3 39 electronic electronic ADJ iajs-3058 3 40 codebook codebook NOUN iajs-3058 3 41 ( ( PUNCT iajs-3058 3 42 ecb ecb NOUN iajs-3058 3 43 ) ) PUNCT iajs-3058 3 44 . . PUNCT iajs-3058 4 1 block block NOUN iajs-3058 4 2 ciphers cipher NOUN iajs-3058 4 3 are be AUX iajs-3058 4 4 often often ADV iajs-3058 4 5 used use VERB iajs-3058 4 6 for for ADP iajs-3058 4 7 secure secure ADJ iajs-3058 4 8 data datum NOUN iajs-3058 4 9 storage storage NOUN iajs-3058 4 10 in in ADP iajs-3058 4 11 fixed fix VERB iajs-3058 4 12 hard hard ADJ iajs-3058 4 13 drives drive NOUN iajs-3058 4 14 , , PUNCT iajs-3058 4 15 portable portable ADJ iajs-3058 4 16 devices device NOUN iajs-3058 4 17 , , PUNCT iajs-3058 4 18 and and CCONJ iajs-3058 4 19 safe safe ADJ iajs-3058 4 20 network network NOUN iajs-3058 4 21 data datum NOUN iajs-3058 4 22 transport transport NOUN iajs-3058 4 23 . . PUNCT iajs-3058 5 1 therefore therefore ADV iajs-3058 5 2 , , PUNCT iajs-3058 5 3 to to PART iajs-3058 5 4 assess assess VERB iajs-3058 5 5 the the DET iajs-3058 5 6 security security NOUN iajs-3058 5 7 of of ADP iajs-3058 5 8 the the DET iajs-3058 5 9 encryption encryption NOUN iajs-3058 5 10 method method NOUN iajs-3058 5 11 , , PUNCT iajs-3058 5 12 it it PRON iajs-3058 5 13 is be AUX iajs-3058 5 14 necessary necessary ADJ iajs-3058 5 15 to to PART iajs-3058 5 16 become become VERB iajs-3058 5 17 familiar familiar ADJ iajs-3058 5 18 with with ADP iajs-3058 5 19 and and CCONJ iajs-3058 5 20 evaluate evaluate VERB iajs-3058 5 21 the the DET iajs-3058 5 22 algorithms algorithm NOUN iajs-3058 5 23 of of ADP iajs-3058 5 24 cryptographic cryptographic ADJ iajs-3058 5 25 systems system NOUN iajs-3058 5 26 . . PUNCT iajs-3058 6 1 block block NOUN iajs-3058 6 2 cipher cipher ADJ iajs-3058 6 3 users user NOUN iajs-3058 6 4 need need VERB iajs-3058 6 5 to to PART iajs-3058 6 6 be be AUX iajs-3058 6 7 sure sure ADJ iajs-3058 6 8 that that SCONJ iajs-3058 6 9 the the DET iajs-3058 6 10 ciphers cipher NOUN iajs-3058 6 11 they they PRON iajs-3058 6 12 employ employ VERB iajs-3058 6 13 are be AUX iajs-3058 6 14 secure secure ADJ iajs-3058 6 15 against against ADP iajs-3058 6 16 various various ADJ iajs-3058 6 17 attacks attack NOUN iajs-3058 6 18 . . PUNCT iajs-3058 7 1 a a DET iajs-3058 7 2 fully fully ADV iajs-3058 7 3 connected connected ADJ iajs-3058 7 4 neural neural ADJ iajs-3058 7 5 network network NOUN iajs-3058 7 6 ( ( PUNCT iajs-3058 7 7 fcnn fcnn ADJ iajs-3058 7 8 ) ) PUNCT iajs-3058 7 9 model model NOUN iajs-3058 7 10 was be AUX iajs-3058 7 11 initially initially ADV iajs-3058 7 12 used use VERB iajs-3058 7 13 to to PART iajs-3058 7 14 assess assess VERB iajs-3058 7 15 how how SCONJ iajs-3058 7 16 well well ADV iajs-3058 7 17 the the DET iajs-3058 7 18 models model NOUN iajs-3058 7 19 were be AUX iajs-3058 7 20 classified classify VERB iajs-3058 7 21 . . PUNCT iajs-3058 8 1 then then ADV iajs-3058 8 2 , , PUNCT iajs-3058 8 3 all all DET iajs-3058 8 4 models model NOUN iajs-3058 8 5 , , PUNCT iajs-3058 8 6 including include VERB iajs-3058 8 7 encoder encoder NOUN iajs-3058 8 8 models model NOUN iajs-3058 8 9 , , PUNCT iajs-3058 8 10 were be AUX iajs-3058 8 11 assessed assess VERB iajs-3058 8 12 using use VERB iajs-3058 8 13 true true ADJ iajs-3058 8 14 positive positive ADJ iajs-3058 8 15 ( ( PUNCT iajs-3058 8 16 tp tp NOUN iajs-3058 8 17 ) ) PUNCT iajs-3058 8 18 measures measure NOUN iajs-3058 8 19 for for ADP iajs-3058 8 20 successful successful ADJ iajs-3058 8 21 classification classification NOUN iajs-3058 8 22 of of ADP iajs-3058 8 23 the the DET iajs-3058 8 24 discovered discover VERB iajs-3058 8 25 encoder encoder NOUN iajs-3058 8 26 and and CCONJ iajs-3058 8 27 false false ADJ iajs-3058 8 28 positive positive ADJ iajs-3058 8 29 ( ( PUNCT iajs-3058 8 30 fp fp NOUN iajs-3058 8 31 ) ) PUNCT iajs-3058 8 32 measures measure NOUN iajs-3058 8 33 for for ADP iajs-3058 8 34 imprecise imprecise ADJ iajs-3058 8 35 categorization categorization NOUN iajs-3058 8 36 . . PUNCT iajs-3058 9 1 the the DET iajs-3058 9 2 accuracy accuracy NOUN iajs-3058 9 3 value value NOUN iajs-3058 9 4 , , PUNCT iajs-3058 9 5 retrieval retrieval NOUN iajs-3058 9 6 , , PUNCT iajs-3058 9 7 loss loss NOUN iajs-3058 9 8 , , PUNCT iajs-3058 9 9 precision precision NOUN iajs-3058 9 10 value value NOUN iajs-3058 9 11 , , PUNCT iajs-3058 9 12 and and CCONJ iajs-3058 9 13 f1 f1 NOUN iajs-3058 9 14 score score NOUN iajs-3058 9 15 were be AUX iajs-3058 9 16 then then ADV iajs-3058 9 17 calculated calculate VERB iajs-3058 9 18 using use VERB iajs-3058 9 19 a a DET iajs-3058 9 20 confusion confusion NOUN iajs-3058 9 21 matrix matrix NOUN iajs-3058 9 22 to to PART iajs-3058 9 23 assess assess VERB iajs-3058 9 24 the the DET iajs-3058 9 25 model model NOUN iajs-3058 9 26 's 's PART iajs-3058 9 27 efficacy efficacy NOUN iajs-3058 9 28 ( ( PUNCT iajs-3058 9 29 abbreviated abbreviate VERB iajs-3058 9 30 as as ADP iajs-3058 9 31 f1 f1 NOUN iajs-3058 9 32 ) ) PUNCT iajs-3058 9 33 . . PUNCT iajs-3058 10 1 ecb ecb NOUN iajs-3058 10 2 results result VERB iajs-3058 10 3 with with ADP iajs-3058 10 4 an an DET iajs-3058 10 5 accuracy accuracy NOUN iajs-3058 10 6 of of ADP iajs-3058 10 7 85 85 NUM iajs-3058 10 8 % % NOUN iajs-3058 10 9 and and CCONJ iajs-3058 10 10 cbc cbc NOUN iajs-3058 10 11 results result VERB iajs-3058 10 12 with with ADP iajs-3058 10 13 an an DET iajs-3058 10 14 accuracy accuracy NOUN iajs-3058 10 15 of of ADP iajs-3058 10 16 88 88 NUM iajs-3058 10 17 % % NOUN iajs-3058 10 18 were be AUX iajs-3058 10 19 produced produce VERB iajs-3058 10 20 , , PUNCT iajs-3058 10 21 and and CCONJ iajs-3058 10 22 the the DET iajs-3058 10 23 parameters parameter NOUN iajs-3058 10 24 of of ADP iajs-3058 10 25 the the DET iajs-3058 10 26 fcnn fcnn PROPN iajs-3058 10 27 model model NOUN iajs-3058 10 28 were be AUX iajs-3058 10 29 tweaked tweak VERB iajs-3058 10 30 to to PART iajs-3058 10 31 provide provide VERB iajs-3058 10 32 better well ADJ iajs-3058 10 33 results result NOUN iajs-3058 10 34 . . PUNCT iajs-3058 11 1 these these DET iajs-3058 11 2 results result NOUN iajs-3058 11 3 helped help VERB iajs-3058 11 4 to to PART iajs-3058 11 5 identify identify VERB iajs-3058 11 6 the the DET iajs-3058 11 7 encryption encryption NOUN iajs-3058 11 8 algorithm algorithm NOUN iajs-3058 11 9 more more ADV iajs-3058 11 10 precisely precisely ADV iajs-3058 11 11 and and CCONJ iajs-3058 11 12 evaluate evaluate VERB iajs-3058 11 13 it it PRON iajs-3058 11 14 . . PUNCT iajs-3058 12 1 keywords keyword NOUN iajs-3058 12 2 : : PUNCT iajs-3058 12 3 fcnn fcnn ADJ iajs-3058 12 4 models model NOUN iajs-3058 12 5 , , PUNCT iajs-3058 12 6 diagnosis diagnosis NOUN iajs-3058 12 7 , , PUNCT iajs-3058 12 8 analysis analysis NOUN iajs-3058 12 9 , , PUNCT iajs-3058 12 10 symmetric symmetric ADJ iajs-3058 12 11 key key NOUN iajs-3058 12 12 , , PUNCT iajs-3058 12 13 block block NOUN iajs-3058 12 14 cipher cipher ADJ iajs-3058 12 15 . . PUNCT iajs-3058 13 1 1 1 X iajs-3058 13 2 . . X iajs-3058 13 3 introduction introduction NOUN iajs-3058 13 4 numerous numerous ADJ iajs-3058 13 5 cryptanalysis cryptanalysis NOUN iajs-3058 13 6 methods method NOUN iajs-3058 13 7 now now ADV iajs-3058 13 8 in in ADP iajs-3058 13 9 use use NOUN iajs-3058 13 10 are be AUX iajs-3058 13 11 intended intend VERB iajs-3058 13 12 for for ADP iajs-3058 13 13 specific specific ADJ iajs-3058 13 14 encryption encryption NOUN iajs-3058 13 15 algorithms algorithm NOUN iajs-3058 13 16 . . PUNCT iajs-3058 14 1 as as ADP iajs-3058 14 2 a a DET iajs-3058 14 3 result result NOUN iajs-3058 14 4 , , PUNCT iajs-3058 14 5 one one NUM iajs-3058 14 6 of of ADP iajs-3058 14 7 the the DET iajs-3058 14 8 most most ADV iajs-3058 14 9 crucial crucial ADJ iajs-3058 14 10 tasks task NOUN iajs-3058 14 11 for for ADP iajs-3058 14 12 cryptanalysis cryptanalysis NOUN iajs-3058 14 13 in in ADP iajs-3058 14 14 the the DET iajs-3058 14 15 era era NOUN iajs-3058 14 16 of of ADP iajs-3058 14 17 large large ADJ iajs-3058 14 18 data datum NOUN iajs-3058 14 19 is be AUX iajs-3058 14 20 identifying identify VERB iajs-3058 14 21 encryption encryption NOUN iajs-3058 14 22 methods method NOUN iajs-3058 14 23 . . PUNCT iajs-3058 15 1 the the DET iajs-3058 15 2 ability ability NOUN iajs-3058 15 3 to to PART iajs-3058 15 4 resist resist VERB iajs-3058 15 5 the the DET iajs-3058 15 6 encryption encryption NOUN iajs-3058 15 7 algorithm algorithm NOUN iajs-3058 15 8 can can AUX iajs-3058 15 9 be be AUX iajs-3058 15 10 used use VERB iajs-3058 15 11 to to PART iajs-3058 15 12 gauge gauge VERB iajs-3058 15 13 an an DET iajs-3058 15 14 algorithm algorithm NOUN iajs-3058 15 15 's 's PART iajs-3058 15 16 security security NOUN iajs-3058 15 17 , , PUNCT iajs-3058 15 18 offering offer VERB iajs-3058 15 19 a a DET iajs-3058 15 20 useful useful ADJ iajs-3058 15 21 benchmark benchmark NOUN iajs-3058 15 22 for for ADP iajs-3058 15 23 algorithm algorithm NOUN iajs-3058 15 24 creation creation NOUN iajs-3058 15 25 . . PUNCT iajs-3058 16 1 the the DET iajs-3058 16 2 majority majority NOUN iajs-3058 16 3 of of ADP iajs-3058 16 4 article article NOUN iajs-3058 16 5 history history NOUN iajs-3058 16 6 : : PUNCT iajs-3058 16 7 received receive VERB iajs-3058 16 8 10 10 NUM iajs-3058 16 9 october october PROPN iajs-3058 16 10 2022 2022 NUM iajs-3058 16 11 , , PUNCT iajs-3058 16 12 accepted accept VERB iajs-3058 16 13 6 6 NUM iajs-3058 16 14 november november PROPN iajs-3058 16 15 2022 2022 NUM iajs-3058 16 16 , , PUNCT iajs-3058 16 17 published publish VERB iajs-3058 16 18 in in ADP iajs-3058 16 19 january january PROPN iajs-3058 16 20 2023 2023 NUM iajs-3058 16 21 . . PUNCT iajs-3058 17 1 ibn ibn PROPN iajs-3058 17 2 al al PROPN iajs-3058 17 3 - - PUNCT iajs-3058 17 4 haitham haitham PROPN iajs-3058 17 5 journal journal PROPN iajs-3058 17 6 for for ADP iajs-3058 17 7 pure pure ADJ iajs-3058 17 8 and and CCONJ iajs-3058 17 9 applied applied ADJ iajs-3058 17 10 sciences sciences PROPN iajs-3058 17 11 journal journal PROPN iajs-3058 17 12 homepage homepage NOUN iajs-3058 17 13 : : PUNCT iajs-3058 17 14 jih.uobaghdad.edu.iq jih.uobaghdad.edu.iq PROPN iajs-3058 17 15 ali ali PROPN iajs-3058 17 16 h. h. PROPN iajs-3058 17 17 alwan alwan PROPN iajs-3058 17 18 department department PROPN iajs-3058 17 19 of of ADP iajs-3058 17 20 computer computer NOUN iajs-3058 17 21 sciences sciences PROPN iajs-3058 17 22 , , PUNCT iajs-3058 17 23 college college NOUN iajs-3058 17 24 of of ADP iajs-3058 17 25 science science NOUN iajs-3058 17 26 , , PUNCT iajs-3058 17 27 university university NOUN iajs-3058 17 28 of of ADP iajs-3058 17 29 baghdad baghdad PROPN iajs-3058 17 30 , , PUNCT iajs-3058 17 31 baghdad baghdad PROPN iajs-3058 17 32 , , PUNCT iajs-3058 17 33 iraq iraq PROPN iajs-3058 17 34 . . PUNCT iajs-3058 18 1 ali.hussein1201a@sc.uobaghdad.edu.iq ali.hussein1201a@sc.uobaghdad.edu.iq PROPN iajs-3058 18 2 ali ali PROPN iajs-3058 18 3 h. h. PROPN iajs-3058 18 4 kashmar kashmar PROPN iajs-3058 18 5 department department PROPN iajs-3058 18 6 of of ADP iajs-3058 18 7 computer computer NOUN iajs-3058 18 8 sciences sciences PROPN iajs-3058 18 9 , , PUNCT iajs-3058 18 10 college college NOUN iajs-3058 18 11 of of ADP iajs-3058 18 12 science science NOUN iajs-3058 18 13 , , PUNCT iajs-3058 18 14 university university NOUN iajs-3058 18 15 of of ADP iajs-3058 18 16 baghdad baghdad PROPN iajs-3058 18 17 , , PUNCT iajs-3058 18 18 baghdad baghdad PROPN iajs-3058 18 19 , , PUNCT iajs-3058 18 20 iraq iraq PROPN iajs-3058 18 21 . . PUNCT iajs-3058 19 1 ali.kashmar@sc.uobaghdad.edu.iq ali.kashmar@sc.uobaghdad.edu.iq NOUN iajs-3058 19 2 doi.org/10.30526/36.1.3058 doi.org/10.30526/36.1.3058 PROPN iajs-3058 19 3 https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/ PROPN iajs-3058 19 4 mailto:ali.hussein1201a@sc.uobaghdad.edu.iq mailto:ali.hussein1201a@sc.uobaghdad.edu.iq PROPN iajs-3058 19 5 mailto:ali.kashmar@sc.uobaghdad.edu.iq mailto:ali.kashmar@sc.uobaghdad.edu.iq PROPN iajs-3058 19 6 ihjpas ihjpas PROPN iajs-3058 19 7 . . PUNCT iajs-3058 20 1 36(1)2023 36(1)2023 NUM iajs-3058 20 2 416 416 NUM iajs-3058 20 3 classification classification NOUN iajs-3058 20 4 techniques technique NOUN iajs-3058 20 5 currently currently ADV iajs-3058 20 6 in in ADP iajs-3058 20 7 use use NOUN iajs-3058 20 8 are be AUX iajs-3058 20 9 based base VERB iajs-3058 20 10 on on ADP iajs-3058 20 11 statistics statistic NOUN iajs-3058 20 12 and and CCONJ iajs-3058 20 13 machine machine NOUN iajs-3058 20 14 learning learning NOUN iajs-3058 20 15 . . PUNCT iajs-3058 21 1 the the DET iajs-3058 21 2 primary primary ADJ iajs-3058 21 3 functions function NOUN iajs-3058 21 4 of of ADP iajs-3058 21 5 statistical statistical ADJ iajs-3058 21 6 methods method NOUN iajs-3058 21 7 are be AUX iajs-3058 21 8 the the DET iajs-3058 21 9 classification classification NOUN iajs-3058 21 10 and and CCONJ iajs-3058 21 11 identification identification NOUN iajs-3058 21 12 of of ADP iajs-3058 21 13 associated associated ADJ iajs-3058 21 14 statistical statistical ADJ iajs-3058 21 15 indicators indicator NOUN iajs-3058 21 16 , , PUNCT iajs-3058 21 17 such such ADJ iajs-3058 21 18 as as ADP iajs-3058 21 19 the the DET iajs-3058 21 20 frequency frequency NOUN iajs-3058 21 21 of of ADP iajs-3058 21 22 occurrence occurrence NOUN iajs-3058 21 23 of of ADP iajs-3058 21 24 letters letter NOUN iajs-3058 21 25 . . PUNCT iajs-3058 22 1 the the DET iajs-3058 22 2 deep deep ADJ iajs-3058 22 3 learning learning NOUN iajs-3058 22 4 approach approach NOUN iajs-3058 22 5 compares compare VERB iajs-3058 22 6 categorizing categorize VERB iajs-3058 22 7 algorithms algorithm NOUN iajs-3058 22 8 to to ADP iajs-3058 22 9 other other ADJ iajs-3058 22 10 typical typical ADJ iajs-3058 22 11 classification classification NOUN iajs-3058 22 12 tasks task NOUN iajs-3058 22 13 . . PUNCT iajs-3058 23 1 deep deep ADJ iajs-3058 23 2 learning learning NOUN iajs-3058 23 3 techniques technique NOUN iajs-3058 23 4 are be AUX iajs-3058 23 5 used use VERB iajs-3058 23 6 to to PART iajs-3058 23 7 conduct conduct VERB iajs-3058 23 8 most most ADJ iajs-3058 23 9 current current ADJ iajs-3058 23 10 research research NOUN iajs-3058 24 1 [ [ X iajs-3058 24 2 1 1 NUM iajs-3058 24 3 ] ] PUNCT iajs-3058 24 4 . . PUNCT iajs-3058 25 1 the the DET iajs-3058 25 2 ciphertext ciphertext NOUN iajs-3058 25 3 alone alone ADV iajs-3058 25 4 is be AUX iajs-3058 25 5 supposed suppose VERB iajs-3058 25 6 to to PART iajs-3058 25 7 make make VERB iajs-3058 25 8 it it PRON iajs-3058 25 9 harder hard ADJ iajs-3058 25 10 to to PART iajs-3058 25 11 identify identify VERB iajs-3058 25 12 the the DET iajs-3058 25 13 encryption encryption NOUN iajs-3058 25 14 algorithm algorithm NOUN iajs-3058 25 15 . . PUNCT iajs-3058 26 1 only only ADV iajs-3058 26 2 some some DET iajs-3058 26 3 papers paper NOUN iajs-3058 26 4 in in ADP iajs-3058 26 5 this this DET iajs-3058 26 6 field field NOUN iajs-3058 26 7 take take VERB iajs-3058 26 8 block block NOUN iajs-3058 26 9 ciphers cipher NOUN iajs-3058 26 10 or or CCONJ iajs-3058 26 11 symmetric symmetric ADJ iajs-3058 26 12 key key ADJ iajs-3058 26 13 ciphers cipher NOUN iajs-3058 26 14 into into ADP iajs-3058 26 15 account account NOUN iajs-3058 26 16 [ [ X iajs-3058 26 17 2 2 NUM iajs-3058 26 18 ] ] PUNCT iajs-3058 26 19 . . PUNCT iajs-3058 27 1 the the DET iajs-3058 27 2 encryption encryption NOUN iajs-3058 27 3 algorithm algorithm NOUN iajs-3058 27 4 is be AUX iajs-3058 27 5 determined determine VERB iajs-3058 27 6 by by ADP iajs-3058 27 7 cryptanalysis cryptanalysis NOUN iajs-3058 27 8 of of ADP iajs-3058 27 9 the the DET iajs-3058 27 10 encrypted encrypt VERB iajs-3058 27 11 text text NOUN iajs-3058 27 12 the the DET iajs-3058 27 13 invaders invader NOUN iajs-3058 27 14 sent send VERB iajs-3058 27 15 . . PUNCT iajs-3058 28 1 it it PRON iajs-3058 28 2 is be AUX iajs-3058 28 3 challenging challenge VERB iajs-3058 28 4 to to PART iajs-3058 28 5 infer infer VERB iajs-3058 28 6 the the DET iajs-3058 28 7 encryption encryption NOUN iajs-3058 28 8 algorithm algorithm NOUN iajs-3058 28 9 being be AUX iajs-3058 28 10 used use VERB iajs-3058 28 11 only only ADV iajs-3058 28 12 from from ADP iajs-3058 28 13 the the DET iajs-3058 28 14 ciphertext ciphertext NOUN iajs-3058 28 15 . . PUNCT iajs-3058 29 1 the the DET iajs-3058 29 2 majority majority NOUN iajs-3058 29 3 of of ADP iajs-3058 29 4 the the DET iajs-3058 29 5 time time NOUN iajs-3058 29 6 , , PUNCT iajs-3058 29 7 techniques technique NOUN iajs-3058 29 8 based base VERB iajs-3058 29 9 on on ADP iajs-3058 29 10 statistics statistic NOUN iajs-3058 29 11 and and CCONJ iajs-3058 29 12 deep deep ADJ iajs-3058 29 13 learning learning NOUN iajs-3058 29 14 are be AUX iajs-3058 29 15 taken take VERB iajs-3058 29 16 into into ADP iajs-3058 29 17 account account NOUN iajs-3058 29 18 when when SCONJ iajs-3058 29 19 attempting attempt VERB iajs-3058 29 20 to to PART iajs-3058 29 21 decipher decipher VERB iajs-3058 29 22 the the DET iajs-3058 29 23 encryption encryption NOUN iajs-3058 29 24 algorithm algorithm NOUN iajs-3058 29 25 from from ADP iajs-3058 29 26 the the DET iajs-3058 29 27 ciphertext ciphertext NOUN iajs-3058 29 28 . . PUNCT iajs-3058 30 1 statistical statistical ADJ iajs-3058 30 2 approaches approach NOUN iajs-3058 30 3 used use VERB iajs-3058 30 4 the the DET iajs-3058 30 5 frequency frequency NOUN iajs-3058 30 6 of of ADP iajs-3058 30 7 occurrence occurrence NOUN iajs-3058 30 8 of of ADP iajs-3058 30 9 alphabetic alphabetic ADJ iajs-3058 30 10 elements element NOUN iajs-3058 30 11 and and CCONJ iajs-3058 30 12 their their PRON iajs-3058 30 13 n n CCONJ iajs-3058 30 14 - - PUNCT iajs-3058 30 15 grams gram NOUN iajs-3058 30 16 . . PUNCT iajs-3058 31 1 in in ADP iajs-3058 31 2 deep deep ADJ iajs-3058 31 3 learning learning NOUN iajs-3058 31 4 - - PUNCT iajs-3058 31 5 based base VERB iajs-3058 31 6 approaches approach NOUN iajs-3058 31 7 , , PUNCT iajs-3058 31 8 the the DET iajs-3058 31 9 encryption encryption NOUN iajs-3058 31 10 algorithm algorithm NOUN iajs-3058 31 11 is be AUX iajs-3058 31 12 determined determine VERB iajs-3058 31 13 [ [ PUNCT iajs-3058 31 14 3,4 3,4 NUM iajs-3058 31 15 ] ] PUNCT iajs-3058 31 16 . . PUNCT iajs-3058 32 1 in in ADP iajs-3058 32 2 fact fact NOUN iajs-3058 32 3 , , PUNCT iajs-3058 32 4 a a DET iajs-3058 32 5 cryptanalyst cryptanalyst NOUN iajs-3058 32 6 frequently frequently ADV iajs-3058 32 7 needs need VERB iajs-3058 32 8 to to PART iajs-3058 32 9 learn learn VERB iajs-3058 32 10 which which DET iajs-3058 32 11 cryptographic cryptographic ADJ iajs-3058 32 12 technique technique NOUN iajs-3058 32 13 is be AUX iajs-3058 32 14 used use VERB iajs-3058 32 15 while while SCONJ iajs-3058 32 16 deciphering decipher VERB iajs-3058 32 17 particular particular ADJ iajs-3058 32 18 cipher cipher ADJ iajs-3058 32 19 messages message NOUN iajs-3058 32 20 . . PUNCT iajs-3058 33 1 the the DET iajs-3058 33 2 first first ADJ iajs-3058 33 3 task task NOUN iajs-3058 33 4 for for ADP iajs-3058 33 5 a a DET iajs-3058 33 6 cryptanalyst cryptanalyst NOUN iajs-3058 33 7 , , PUNCT iajs-3058 33 8 is be AUX iajs-3058 33 9 to to PART iajs-3058 33 10 determine determine VERB iajs-3058 33 11 the the DET iajs-3058 33 12 cryptographic cryptographic ADJ iajs-3058 33 13 algorithm algorithm NOUN iajs-3058 33 14 of of ADP iajs-3058 33 15 the the DET iajs-3058 33 16 cipher cipher ADJ iajs-3058 33 17 text text NOUN iajs-3058 33 18 . . PUNCT iajs-3058 34 1 the the DET iajs-3058 34 2 cryptanalyst cryptanalyst NOUN iajs-3058 34 3 can can AUX iajs-3058 34 4 then then ADV iajs-3058 34 5 use use VERB iajs-3058 34 6 several several ADJ iajs-3058 34 7 methods method NOUN iajs-3058 34 8 to to PART iajs-3058 34 9 decipher decipher VERB iajs-3058 34 10 the the DET iajs-3058 34 11 encrypted encrypt VERB iajs-3058 34 12 text text NOUN iajs-3058 34 13 , , PUNCT iajs-3058 34 14 such such ADJ iajs-3058 34 15 as as ADP iajs-3058 34 16 brute brute ADJ iajs-3058 34 17 force force NOUN iajs-3058 34 18 , , PUNCT iajs-3058 34 19 dictionary dictionary NOUN iajs-3058 34 20 , , PUNCT iajs-3058 34 21 rainbow rainbow NOUN iajs-3058 34 22 table table NOUN iajs-3058 34 23 , , PUNCT iajs-3058 34 24 math math NOUN iajs-3058 34 25 , , PUNCT iajs-3058 34 26 etc etc X iajs-3058 34 27 . . X iajs-3058 34 28 figure figure VERB iajs-3058 34 29 1 1 NUM iajs-3058 34 30 shows show VERB iajs-3058 34 31 how how SCONJ iajs-3058 34 32 an an DET iajs-3058 34 33 identification identification NOUN iajs-3058 34 34 system system NOUN iajs-3058 34 35 for for ADP iajs-3058 34 36 encryption encryption NOUN iajs-3058 34 37 methods method NOUN iajs-3058 34 38 works work VERB iajs-3058 34 39 with with ADP iajs-3058 34 40 merely merely ADV iajs-3058 34 41 ciphertext ciphertext ADJ iajs-3058 34 42 knowledge knowledge NOUN iajs-3058 35 1 [ [ X iajs-3058 35 2 5 5 NUM iajs-3058 35 3 ] ] PUNCT iajs-3058 35 4 . . PUNCT iajs-3058 36 1 figure figure NOUN iajs-3058 36 2 1 1 NUM iajs-3058 36 3 . . PUNCT iajs-3058 37 1 recognition recognition NOUN iajs-3058 37 2 of of ADP iajs-3058 37 3 an an DET iajs-3058 37 4 encryption encryption NOUN iajs-3058 37 5 technique technique NOUN iajs-3058 37 6 from from ADP iajs-3058 37 7 a a DET iajs-3058 37 8 ciphertext ciphertext NOUN iajs-3058 38 1 [ [ X iajs-3058 38 2 6 6 NUM iajs-3058 38 3 ] ] PUNCT iajs-3058 38 4 . . PUNCT iajs-3058 39 1 this this DET iajs-3058 39 2 paper paper NOUN iajs-3058 39 3 reviews review VERB iajs-3058 39 4 three three NUM iajs-3058 39 5 encryption encryption NOUN iajs-3058 39 6 algorithms algorithm NOUN iajs-3058 39 7 β€” β€” PUNCT iajs-3058 39 8 aes aes PROPN iajs-3058 39 9 , , PUNCT iajs-3058 39 10 3des 3des PROPN iajs-3058 39 11 , , PUNCT iajs-3058 39 12 and and CCONJ iajs-3058 39 13 blowfish blowfish ADJ iajs-3058 39 14 β€” β€” PUNCT iajs-3058 39 15 that that PRON iajs-3058 39 16 operate operate VERB iajs-3058 39 17 in in ADP iajs-3058 39 18 pattern pattern NOUN iajs-3058 39 19 mode mode NOUN iajs-3058 39 20 ( ( PUNCT iajs-3058 39 21 cbc cbc PROPN iajs-3058 39 22 ) ) PUNCT iajs-3058 39 23 and and CCONJ iajs-3058 39 24 mode mode NOUN iajs-3058 39 25 ( ( PUNCT iajs-3058 39 26 ecb ecb NOUN iajs-3058 39 27 ) ) PUNCT iajs-3058 39 28 of of ADP iajs-3058 39 29 cryptographic cryptographic ADJ iajs-3058 39 30 techniques technique NOUN iajs-3058 39 31 . . PUNCT iajs-3058 40 1 our our PRON iajs-3058 40 2 detection detection NOUN iajs-3058 40 3 methodology methodology NOUN iajs-3058 40 4 is be AUX iajs-3058 40 5 built build VERB iajs-3058 40 6 on on ADP iajs-3058 40 7 the the DET iajs-3058 40 8 fully fully ADV iajs-3058 40 9 connected connected ADJ iajs-3058 40 10 neural neural ADJ iajs-3058 40 11 network network NOUN iajs-3058 40 12 ( ( PUNCT iajs-3058 40 13 fcnn fcnn ADJ iajs-3058 40 14 ) ) PUNCT iajs-3058 40 15 technology technology NOUN iajs-3058 40 16 , , PUNCT iajs-3058 40 17 a a DET iajs-3058 40 18 type type NOUN iajs-3058 40 19 of of ADP iajs-3058 40 20 deep deep ADJ iajs-3058 40 21 learning learning NOUN iajs-3058 40 22 - - PUNCT iajs-3058 40 23 based base VERB iajs-3058 40 24 method method NOUN iajs-3058 40 25 , , PUNCT iajs-3058 40 26 which which PRON iajs-3058 40 27 includes include VERB iajs-3058 40 28 additional additional ADJ iajs-3058 40 29 modes mode NOUN iajs-3058 40 30 like like ADP iajs-3058 40 31 output output NOUN iajs-3058 40 32 feedback feedback NOUN iajs-3058 40 33 mode mode NOUN iajs-3058 40 34 ( ( PUNCT iajs-3058 40 35 ofb ofb PROPN iajs-3058 40 36 ) ) PUNCT iajs-3058 40 37 , , PUNCT iajs-3058 40 38 cipher cipher ADJ iajs-3058 40 39 feedback feedback NOUN iajs-3058 40 40 mode mode NOUN iajs-3058 40 41 ( ( PUNCT iajs-3058 40 42 cfb cfb PROPN iajs-3058 40 43 ) ) PUNCT iajs-3058 40 44 , , PUNCT iajs-3058 40 45 and and CCONJ iajs-3058 40 46 counter counter NOUN iajs-3058 40 47 mode mode PROPN iajs-3058 40 48 ( ( PUNCT iajs-3058 40 49 ctr ctr PROPN iajs-3058 40 50 ) ) PUNCT iajs-3058 40 51 . . PUNCT iajs-3058 41 1 the the DET iajs-3058 41 2 form form NOUN iajs-3058 41 3 must must AUX iajs-3058 41 4 first first ADV iajs-3058 41 5 be be AUX iajs-3058 41 6 used use VERB iajs-3058 41 7 to to PART iajs-3058 41 8 extract extract VERB iajs-3058 41 9 the the DET iajs-3058 41 10 features feature NOUN iajs-3058 41 11 of of ADP iajs-3058 41 12 each each DET iajs-3058 41 13 ciphertext ciphertext NOUN iajs-3058 41 14 . . PUNCT iajs-3058 42 1 after after ADP iajs-3058 42 2 entering enter VERB iajs-3058 42 3 the the DET iajs-3058 42 4 ciphertext ciphertext NOUN iajs-3058 42 5 into into ADP iajs-3058 42 6 the the DET iajs-3058 42 7 identification identification NOUN iajs-3058 42 8 form form NOUN iajs-3058 42 9 , , PUNCT iajs-3058 42 10 it it PRON iajs-3058 42 11 can can AUX iajs-3058 42 12 establish establish VERB iajs-3058 42 13 the the DET iajs-3058 42 14 proper proper ADJ iajs-3058 42 15 encryption encryption NOUN iajs-3058 42 16 algorithm algorithm NOUN iajs-3058 42 17 . . PUNCT iajs-3058 43 1 nonetheless nonetheless ADV iajs-3058 43 2 , , PUNCT iajs-3058 43 3 dl dl PROPN iajs-3058 43 4 models model NOUN iajs-3058 43 5 can can AUX iajs-3058 43 6 be be AUX iajs-3058 43 7 utilized utilize VERB iajs-3058 43 8 as as ADP iajs-3058 43 9 ways way NOUN iajs-3058 43 10 to to PART iajs-3058 43 11 accomplish accomplish VERB iajs-3058 43 12 these these DET iajs-3058 43 13 jobs job NOUN iajs-3058 43 14 more more ADV iajs-3058 43 15 effectively effectively ADV iajs-3058 43 16 and and CCONJ iajs-3058 43 17 to to PART iajs-3058 43 18 aid aid VERB iajs-3058 43 19 in in ADP iajs-3058 43 20 the the DET iajs-3058 43 21 goal goal NOUN iajs-3058 43 22 of of ADP iajs-3058 43 23 diagnosis diagnosis NOUN iajs-3058 43 24 and and CCONJ iajs-3058 43 25 analysis analysis NOUN iajs-3058 43 26 , , PUNCT iajs-3058 43 27 which which PRON iajs-3058 43 28 is be AUX iajs-3058 43 29 important important ADJ iajs-3058 43 30 in in ADP iajs-3058 43 31 this this DET iajs-3058 43 32 discipline discipline NOUN iajs-3058 43 33 . . PUNCT iajs-3058 44 1 the the DET iajs-3058 44 2 techniques technique NOUN iajs-3058 44 3 used use VERB iajs-3058 44 4 can can AUX iajs-3058 44 5 be be AUX iajs-3058 44 6 examined examine VERB iajs-3058 44 7 to to ADP iajs-3058 44 8 ciphertext ciphertext NOUN iajs-3058 44 9 using use VERB iajs-3058 44 10 this this DET iajs-3058 44 11 trained train VERB iajs-3058 44 12 or or CCONJ iajs-3058 44 13 learned learn VERB iajs-3058 44 14 model model NOUN iajs-3058 44 15 . . PUNCT iajs-3058 45 1 an an DET iajs-3058 45 2 example example NOUN iajs-3058 45 3 would would AUX iajs-3058 45 4 be be AUX iajs-3058 45 5 a a DET iajs-3058 45 6 program program NOUN iajs-3058 45 7 that that PRON iajs-3058 45 8 could could AUX iajs-3058 45 9 be be AUX iajs-3058 45 10 trained train VERB iajs-3058 45 11 and and CCONJ iajs-3058 45 12 tested test VERB iajs-3058 45 13 using use VERB iajs-3058 45 14 various various ADJ iajs-3058 45 15 classifiers classifier NOUN iajs-3058 45 16 to to PART iajs-3058 45 17 detect detect VERB iajs-3058 45 18 and and CCONJ iajs-3058 45 19 analyze analyze VERB iajs-3058 45 20 the the DET iajs-3058 45 21 cryptographic cryptographic ADJ iajs-3058 45 22 techniques technique NOUN iajs-3058 45 23 employed employ VERB iajs-3058 45 24 . . PUNCT iajs-3058 46 1 this this DET iajs-3058 46 2 research research NOUN iajs-3058 46 3 focuses focus VERB iajs-3058 46 4 on on ADP iajs-3058 46 5 using use VERB iajs-3058 46 6 dl dl PROPN iajs-3058 46 7 techniques technique NOUN iajs-3058 46 8 to to PART iajs-3058 46 9 perform perform VERB iajs-3058 46 10 cryptanalysis cryptanalysis NOUN iajs-3058 46 11 on on ADP iajs-3058 46 12 block block NOUN iajs-3058 46 13 ciphers cipher NOUN iajs-3058 46 14 in in ADP iajs-3058 46 15 general general ADJ iajs-3058 46 16 . . PUNCT iajs-3058 47 1 this this DET iajs-3058 47 2 investigation investigation NOUN iajs-3058 47 3 aims aim VERB iajs-3058 47 4 to to PART iajs-3058 47 5 diagnose diagnose VERB iajs-3058 47 6 and and CCONJ iajs-3058 47 7 analyze analyze VERB iajs-3058 47 8 the the DET iajs-3058 47 9 cryptography cryptography NOUN iajs-3058 47 10 algorithms algorithm NOUN iajs-3058 47 11 utilized utilize VERB iajs-3058 47 12 to to PART iajs-3058 47 13 generate generate VERB iajs-3058 47 14 the the DET iajs-3058 47 15 ciphertext ciphertext ADJ iajs-3058 47 16 message message NOUN iajs-3058 47 17 [ [ X iajs-3058 47 18 7 7 NUM iajs-3058 47 19 ] ] PUNCT iajs-3058 47 20 . . PUNCT iajs-3058 48 1 ihjpas ihjpas PROPN iajs-3058 48 2 . . PUNCT iajs-3058 49 1 36(1)2023 36(1)2023 NUM iajs-3058 49 2 417 417 NUM iajs-3058 49 3 background background NOUN iajs-3058 49 4 below below ADV iajs-3058 49 5 are be AUX iajs-3058 49 6 some some DET iajs-3058 49 7 brief brief ADJ iajs-3058 49 8 explanations explanation NOUN iajs-3058 49 9 of of ADP iajs-3058 49 10 deep deep ADJ iajs-3058 49 11 learning learning NOUN iajs-3058 49 12 and and CCONJ iajs-3058 49 13 symmetric symmetric ADJ iajs-3058 49 14 key key ADJ iajs-3058 49 15 algorithms algorithm NOUN iajs-3058 49 16 , , PUNCT iajs-3058 49 17 the the DET iajs-3058 49 18 two two NUM iajs-3058 49 19 particular particular ADJ iajs-3058 49 20 models model NOUN iajs-3058 49 21 he he PRON iajs-3058 49 22 utilizes utilize VERB iajs-3058 49 23 in in ADP iajs-3058 49 24 this this DET iajs-3058 49 25 research research NOUN iajs-3058 49 26 that that PRON iajs-3058 49 27 have have VERB iajs-3058 49 28 various various ADJ iajs-3058 49 29 architectures architecture NOUN iajs-3058 49 30 . . PUNCT iajs-3058 50 1 2.1 2.1 NUM iajs-3058 50 2 deep deep ADJ iajs-3058 50 3 learning learn VERB iajs-3058 50 4 different different ADJ iajs-3058 50 5 deep deep ADJ iajs-3058 50 6 networks network NOUN iajs-3058 50 7 make make VERB iajs-3058 50 8 up up ADP iajs-3058 50 9 deep deep ADJ iajs-3058 50 10 learning learning NOUN iajs-3058 50 11 models model NOUN iajs-3058 50 12 . . PUNCT iajs-3058 51 1 among among ADP iajs-3058 51 2 them they PRON iajs-3058 51 3 , , PUNCT iajs-3058 51 4 unsupervised unsupervised ADJ iajs-3058 51 5 learning learning NOUN iajs-3058 51 6 models model NOUN iajs-3058 51 7 include include VERB iajs-3058 51 8 autoencoders autoencoder NOUN iajs-3058 51 9 , , PUNCT iajs-3058 51 10 restricted restrict VERB iajs-3058 51 11 boltzmann boltzmann PROPN iajs-3058 51 12 machines machine NOUN iajs-3058 51 13 ( ( PUNCT iajs-3058 51 14 rbms rbms ADV iajs-3058 51 15 ) ) PUNCT iajs-3058 51 16 , , PUNCT iajs-3058 51 17 and and CCONJ iajs-3058 51 18 generative generative VERB iajs-3058 51 19 adversarial adversarial ADJ iajs-3058 51 20 networks network NOUN iajs-3058 51 21 ( ( PUNCT iajs-3058 51 22 gans gan NOUN iajs-3058 51 23 ) ) PUNCT iajs-3058 51 24 . . PUNCT iajs-3058 52 1 deep deep ADJ iajs-3058 52 2 brief brief ADJ iajs-3058 52 3 networks network NOUN iajs-3058 52 4 ( ( PUNCT iajs-3058 52 5 dbns dbns PROPN iajs-3058 52 6 ) ) PUNCT iajs-3058 52 7 , , PUNCT iajs-3058 52 8 deep deep ADJ iajs-3058 52 9 neural neural ADJ iajs-3058 52 10 networks network NOUN iajs-3058 52 11 ( ( PUNCT iajs-3058 52 12 dnns dnn NOUN iajs-3058 52 13 ) ) PUNCT iajs-3058 52 14 , , PUNCT iajs-3058 52 15 convolutional convolutional ADJ iajs-3058 52 16 neural neural ADJ iajs-3058 52 17 networks network NOUN iajs-3058 52 18 ( ( PUNCT iajs-3058 52 19 cnns cnns PROPN iajs-3058 52 20 ) ) PUNCT iajs-3058 52 21 , , PUNCT iajs-3058 52 22 and and CCONJ iajs-3058 52 23 rurrent rurrent ADJ iajs-3058 52 24 neural neural ADJ iajs-3058 52 25 networks network NOUN iajs-3058 52 26 ( ( PUNCT iajs-3058 52 27 rnns rnns PROPN iajs-3058 52 28 ) ) PUNCT iajs-3058 52 29 are be AUX iajs-3058 52 30 supervised supervise VERB iajs-3058 52 31 learning learning NOUN iajs-3058 52 32 models model NOUN iajs-3058 52 33 , , PUNCT iajs-3058 52 34 as as SCONJ iajs-3058 52 35 shown show VERB iajs-3058 52 36 in in ADP iajs-3058 52 37 figure figure NOUN iajs-3058 52 38 2 2 NUM iajs-3058 52 39 . . PUNCT iajs-3058 53 1 the the DET iajs-3058 53 2 amount amount NOUN iajs-3058 53 3 of of ADP iajs-3058 53 4 deep deep ADJ iajs-3058 53 5 learning learning NOUN iajs-3058 53 6 experiments experiment NOUN iajs-3058 53 7 using use VERB iajs-3058 53 8 the the DET iajs-3058 53 9 identification identification NOUN iajs-3058 53 10 of of ADP iajs-3058 53 11 encryption encryption NOUN iajs-3058 53 12 schemes scheme NOUN iajs-3058 53 13 has have AUX iajs-3058 53 14 grown grow VERB iajs-3058 53 15 significantly significantly ADV iajs-3058 53 16 in in ADP iajs-3058 53 17 recent recent ADJ iajs-3058 53 18 years year NOUN iajs-3058 53 19 . . PUNCT iajs-3058 54 1 without without ADP iajs-3058 54 2 the the DET iajs-3058 54 3 need need NOUN iajs-3058 54 4 for for ADP iajs-3058 54 5 manual manual ADJ iajs-3058 54 6 feature feature NOUN iajs-3058 54 7 engineering engineering NOUN iajs-3058 54 8 , , PUNCT iajs-3058 54 9 deep deep ADJ iajs-3058 54 10 learning learning NOUN iajs-3058 54 11 models model NOUN iajs-3058 54 12 immediately immediately ADV iajs-3058 54 13 learn learn VERB iajs-3058 54 14 feature feature NOUN iajs-3058 54 15 representations representation NOUN iajs-3058 54 16 from from ADP iajs-3058 54 17 the the DET iajs-3058 54 18 original original ADJ iajs-3058 54 19 data datum NOUN iajs-3058 54 20 , , PUNCT iajs-3058 54 21 such such ADJ iajs-3058 54 22 as as ADP iajs-3058 54 23 images image NOUN iajs-3058 54 24 and and CCONJ iajs-3058 54 25 texts text NOUN iajs-3058 54 26 . . PUNCT iajs-3058 55 1 deep deep ADJ iajs-3058 55 2 learning learning NOUN iajs-3058 55 3 techniques technique NOUN iajs-3058 55 4 can can AUX iajs-3058 55 5 therefore therefore ADV iajs-3058 55 6 be be AUX iajs-3058 55 7 used use VERB iajs-3058 55 8 end end NOUN iajs-3058 55 9 to to ADP iajs-3058 55 10 end end NOUN iajs-3058 55 11 . . PUNCT iajs-3058 56 1 deep deep ADJ iajs-3058 56 2 learning learning NOUN iajs-3058 56 3 techniques technique NOUN iajs-3058 56 4 significantly significantly ADV iajs-3058 56 5 outperform outperform VERB iajs-3058 56 6 shallow shallow ADJ iajs-3058 56 7 models model NOUN iajs-3058 56 8 for for ADP iajs-3058 56 9 massive massive ADJ iajs-3058 56 10 datasets dataset NOUN iajs-3058 56 11 . . PUNCT iajs-3058 57 1 network network NOUN iajs-3058 57 2 design design PROPN iajs-3058 57 3 , , PUNCT iajs-3058 57 4 hyperparameter hyperparameter NOUN iajs-3058 57 5 selection selection NOUN iajs-3058 57 6 , , PUNCT iajs-3058 57 7 and and CCONJ iajs-3058 57 8 optimization optimization NOUN iajs-3058 57 9 approach approach NOUN iajs-3058 57 10 are be AUX iajs-3058 57 11 the the DET iajs-3058 57 12 three three NUM iajs-3058 57 13 main main ADJ iajs-3058 57 14 focuses focus NOUN iajs-3058 57 15 of of ADP iajs-3058 57 16 deep deep ADJ iajs-3058 57 17 learning learning NOUN iajs-3058 57 18 research research NOUN iajs-3058 57 19 [ [ X iajs-3058 57 20 8 8 NUM iajs-3058 57 21 ] ] PUNCT iajs-3058 57 22 . . PUNCT iajs-3058 58 1 figure figure NOUN iajs-3058 58 2 2 2 NUM iajs-3058 58 3 . . PUNCT iajs-3058 58 4 type type NOUN iajs-3058 58 5 deep deep ADJ iajs-3058 58 6 learning learning NOUN iajs-3058 58 7 techniques technique NOUN iajs-3058 59 1 [ [ X iajs-3058 59 2 9 9 NUM iajs-3058 59 3 ] ] PUNCT iajs-3058 59 4 . . PUNCT iajs-3058 60 1 2.2symmetric 2.2symmetric NUM iajs-3058 60 2 key key ADJ iajs-3058 60 3 algorithms algorithm NOUN iajs-3058 60 4 used use VERB iajs-3058 60 5 with with ADP iajs-3058 60 6 in in ADP iajs-3058 60 7 our our PRON iajs-3058 60 8 experiments experiment NOUN iajs-3058 60 9 2.2.1 2.2.1 NUM iajs-3058 60 10 blowfish blowfish ADJ iajs-3058 60 11 bruce bruce PROPN iajs-3058 60 12 schneier schneier PROPN iajs-3058 60 13 invented invent VERB iajs-3058 60 14 blowfish blowfish ADJ iajs-3058 60 15 . . PUNCT iajs-3058 61 1 although although SCONJ iajs-3058 61 2 it it PRON iajs-3058 61 3 uses use VERB iajs-3058 61 4 symmetric symmetric ADJ iajs-3058 61 5 keys key NOUN iajs-3058 61 6 and and CCONJ iajs-3058 61 7 is be AUX iajs-3058 61 8 similar similar ADJ iajs-3058 61 9 to to ADP iajs-3058 61 10 des des PROPN iajs-3058 61 11 , , PUNCT iajs-3058 61 12 the the DET iajs-3058 61 13 key key ADJ iajs-3058 61 14 size size NOUN iajs-3058 61 15 can can AUX iajs-3058 61 16 range range VERB iajs-3058 61 17 from from ADP iajs-3058 61 18 32 32 NUM iajs-3058 61 19 to to ADP iajs-3058 61 20 448 448 NUM iajs-3058 61 21 bits bit NOUN iajs-3058 61 22 . . PUNCT iajs-3058 62 1 it it PRON iajs-3058 62 2 is be AUX iajs-3058 62 3 a a DET iajs-3058 62 4 block block NOUN iajs-3058 62 5 cipher cipher ADJ iajs-3058 62 6 of of ADP iajs-3058 62 7 64 64 NUM iajs-3058 62 8 bits bit NOUN iajs-3058 62 9 . . PUNCT iajs-3058 63 1 the the DET iajs-3058 63 2 two two NUM iajs-3058 63 3 components component NOUN iajs-3058 63 4 of of ADP iajs-3058 63 5 the the DET iajs-3058 63 6 blowfish blowfish ADJ iajs-3058 63 7 algorithm algorithm NOUN iajs-3058 63 8 are be AUX iajs-3058 63 9 key key ADJ iajs-3058 63 10 expansion expansion NOUN iajs-3058 63 11 and and CCONJ iajs-3058 63 12 data datum NOUN iajs-3058 63 13 encryption encryption NOUN iajs-3058 63 14 . . PUNCT iajs-3058 64 1 prior prior ADV iajs-3058 64 2 to to ADP iajs-3058 64 3 the the DET iajs-3058 64 4 data data NOUN iajs-3058 64 5 encryption encryption NOUN iajs-3058 64 6 procedure procedure NOUN iajs-3058 64 7 , , PUNCT iajs-3058 64 8 there there PRON iajs-3058 64 9 is be VERB iajs-3058 64 10 a a DET iajs-3058 64 11 step step NOUN iajs-3058 64 12 called call VERB iajs-3058 64 13 " " PUNCT iajs-3058 64 14 key key ADJ iajs-3058 64 15 expansion expansion NOUN iajs-3058 64 16 " " PUNCT iajs-3058 64 17 when when SCONJ iajs-3058 64 18 the the DET iajs-3058 64 19 key key NOUN iajs-3058 64 20 is be AUX iajs-3058 64 21 divided divide VERB iajs-3058 64 22 into into ADP iajs-3058 64 23 numerous numerous ADJ iajs-3058 64 24 subkeys subkey NOUN iajs-3058 64 25 . . PUNCT iajs-3058 65 1 a a DET iajs-3058 65 2 feistel feistel NOUN iajs-3058 65 3 function function NOUN iajs-3058 65 4 is be AUX iajs-3058 65 5 used use VERB iajs-3058 65 6 in in ADP iajs-3058 65 7 the the DET iajs-3058 65 8 data data NOUN iajs-3058 65 9 encryption encryption NOUN iajs-3058 65 10 process process NOUN iajs-3058 65 11 and and CCONJ iajs-3058 65 12 is be AUX iajs-3058 65 13 repeated repeat VERB iajs-3058 65 14 16 16 NUM iajs-3058 65 15 times time NOUN iajs-3058 65 16 or or CCONJ iajs-3058 65 17 16 16 NUM iajs-3058 65 18 rounds round NOUN iajs-3058 65 19 , , PUNCT iajs-3058 65 20 of of ADP iajs-3058 65 21 the the DET iajs-3058 65 22 method method NOUN iajs-3058 65 23 . . PUNCT iajs-3058 66 1 a a DET iajs-3058 66 2 key key ADJ iajs-3058 66 3 - - PUNCT iajs-3058 66 4 dependent dependent ADJ iajs-3058 66 5 permutation permutation NOUN iajs-3058 66 6 and and CCONJ iajs-3058 66 7 a a DET iajs-3058 66 8 key key ADJ iajs-3058 66 9 - - PUNCT iajs-3058 66 10 and and CCONJ iajs-3058 66 11 - - PUNCT iajs-3058 66 12 data data NOUN iajs-3058 66 13 - - PUNCT iajs-3058 66 14 dependent dependent ADJ iajs-3058 66 15 replacement replacement NOUN iajs-3058 66 16 are be AUX iajs-3058 66 17 both both PRON iajs-3058 66 18 used use VERB iajs-3058 66 19 in in ADP iajs-3058 66 20 each each DET iajs-3058 66 21 cycle cycle NOUN iajs-3058 66 22 . . PUNCT iajs-3058 67 1 the the DET iajs-3058 67 2 s s NOUN iajs-3058 67 3 - - PUNCT iajs-3058 67 4 array array NOUN iajs-3058 67 5 uses use VERB iajs-3058 67 6 the the DET iajs-3058 67 7 four four NUM iajs-3058 67 8 bytes byte NOUN iajs-3058 67 9 that that PRON iajs-3058 67 10 the the DET iajs-3058 67 11 feistel feistel NOUN iajs-3058 67 12 function function NOUN iajs-3058 67 13 divides divide VERB iajs-3058 67 14 from from ADP iajs-3058 67 15 the the DET iajs-3058 67 16 32 32 NUM iajs-3058 67 17 - - PUNCT iajs-3058 67 18 bit bit NOUN iajs-3058 67 19 input input NOUN iajs-3058 67 20 as as ADP iajs-3058 67 21 its its PRON iajs-3058 67 22 indices index NOUN iajs-3058 67 23 . . PUNCT iajs-3058 68 1 the the DET iajs-3058 68 2 lookup lookup NOUN iajs-3058 68 3 results result NOUN iajs-3058 68 4 are be AUX iajs-3058 68 5 added add VERB iajs-3058 68 6 , , PUNCT iajs-3058 68 7 and and CCONJ iajs-3058 68 8 their their PRON iajs-3058 68 9 xor xor PROPN iajs-3058 68 10 operation operation NOUN iajs-3058 68 11 is be AUX iajs-3058 68 12 carried carry VERB iajs-3058 68 13 out out ADP iajs-3058 68 14 to to PART iajs-3058 68 15 produce produce VERB iajs-3058 68 16 the the DET iajs-3058 68 17 output output NOUN iajs-3058 69 1 [ [ X iajs-3058 69 2 10 10 NUM iajs-3058 69 3 ] ] SYM iajs-3058 69 4 2.2.2 2.2.2 NUM iajs-3058 69 5 advanced advanced ADJ iajs-3058 69 6 encryption encryption NOUN iajs-3058 69 7 standard standard NOUN iajs-3058 69 8 ( ( PUNCT iajs-3058 69 9 aes aes PROPN iajs-3058 69 10 ) ) PUNCT iajs-3058 69 11 nist nist NOUN iajs-3058 69 12 introduced introduce VERB iajs-3058 69 13 aes aes PROPN iajs-3058 69 14 or or CCONJ iajs-3058 69 15 rijndael rijndael PROPN iajs-3058 69 16 in in ADP iajs-3058 69 17 2001 2001 NUM iajs-3058 69 18 . . PUNCT iajs-3058 70 1 a a DET iajs-3058 70 2 4 4 NUM iajs-3058 70 3 * * SYM iajs-3058 70 4 4 4 NUM iajs-3058 70 5 matrix matrix NOUN iajs-3058 70 6 , , PUNCT iajs-3058 70 7 commonly commonly ADV iajs-3058 70 8 referred refer VERB iajs-3058 70 9 to to ADP iajs-3058 70 10 as as ADP iajs-3058 70 11 a a DET iajs-3058 70 12 state state NOUN iajs-3058 70 13 matrix matrix NOUN iajs-3058 70 14 , , PUNCT iajs-3058 70 15 is be AUX iajs-3058 70 16 used use VERB iajs-3058 70 17 by by ADP iajs-3058 70 18 aes aes PROPN iajs-3058 70 19 . . PUNCT iajs-3058 71 1 it it PRON iajs-3058 71 2 is be AUX iajs-3058 71 3 a a DET iajs-3058 71 4 symmetric symmetric ADJ iajs-3058 71 5 key key ADJ iajs-3058 71 6 algorithm algorithm NOUN iajs-3058 71 7 that that PRON iajs-3058 71 8 runs run VERB iajs-3058 71 9 for for ADP iajs-3058 71 10 10 10 NUM iajs-3058 71 11 , , PUNCT iajs-3058 71 12 12 12 NUM iajs-3058 71 13 , , PUNCT iajs-3058 71 14 and and CCONJ iajs-3058 71 15 14 14 NUM iajs-3058 71 16 cycles cycle NOUN iajs-3058 71 17 with with ADP iajs-3058 71 18 ihjpas ihjpa NOUN iajs-3058 71 19 . . PUNCT iajs-3058 72 1 36(1)2023 36(1)2023 NUM iajs-3058 72 2 418 418 NUM iajs-3058 72 3 keys key NOUN iajs-3058 72 4 of of ADP iajs-3058 72 5 128 128 NUM iajs-3058 72 6 , , PUNCT iajs-3058 72 7 192 192 NUM iajs-3058 72 8 , , PUNCT iajs-3058 72 9 and and CCONJ iajs-3058 72 10 256 256 NUM iajs-3058 72 11 bits bit NOUN iajs-3058 72 12 , , PUNCT iajs-3058 72 13 respectively respectively ADV iajs-3058 72 14 . . PUNCT iajs-3058 73 1 aes aes PROPN iajs-3058 73 2 divides divide VERB iajs-3058 73 3 the the DET iajs-3058 73 4 data datum NOUN iajs-3058 73 5 into into ADP iajs-3058 73 6 four four NUM iajs-3058 73 7 blocks block NOUN iajs-3058 73 8 or or CCONJ iajs-3058 73 9 an an DET iajs-3058 73 10 array array NOUN iajs-3058 73 11 of of ADP iajs-3058 73 12 bytes byte NOUN iajs-3058 73 13 that that PRON iajs-3058 73 14 create create VERB iajs-3058 73 15 4 4 NUM iajs-3058 73 16 * * SYM iajs-3058 73 17 4 4 NUM iajs-3058 73 18 matrices matrix NOUN iajs-3058 73 19 to to PART iajs-3058 73 20 perform perform VERB iajs-3058 73 21 rounds round NOUN iajs-3058 73 22 . . PUNCT iajs-3058 74 1 aes aes PROPN iajs-3058 74 2 has have VERB iajs-3058 74 3 three three NUM iajs-3058 74 4 rounds round NOUN iajs-3058 74 5 : : PUNCT iajs-3058 74 6 an an DET iajs-3058 74 7 initial initial ADJ iajs-3058 74 8 round round NOUN iajs-3058 74 9 , , PUNCT iajs-3058 74 10 a a DET iajs-3058 74 11 final final ADJ iajs-3058 74 12 round round NOUN iajs-3058 74 13 , , PUNCT iajs-3058 74 14 and and CCONJ iajs-3058 74 15 a a DET iajs-3058 74 16 key key ADJ iajs-3058 74 17 expansion expansion NOUN iajs-3058 74 18 . . PUNCT iajs-3058 75 1 aes aes PROPN iajs-3058 75 2 uses use VERB iajs-3058 75 3 permutations permutation NOUN iajs-3058 75 4 and and CCONJ iajs-3058 75 5 combinations combination NOUN iajs-3058 75 6 in in ADP iajs-3058 75 7 each each DET iajs-3058 75 8 round round NOUN iajs-3058 75 9 . . PUNCT iajs-3058 76 1 the the DET iajs-3058 76 2 same same ADJ iajs-3058 76 3 procedures procedure NOUN iajs-3058 76 4 must must AUX iajs-3058 76 5 be be AUX iajs-3058 76 6 carried carry VERB iajs-3058 76 7 out out ADP iajs-3058 76 8 on on ADP iajs-3058 76 9 the the DET iajs-3058 76 10 state state NOUN iajs-3058 76 11 matrix matrix NOUN iajs-3058 76 12 during during ADP iajs-3058 76 13 every every DET iajs-3058 76 14 aes aes NOUN iajs-3058 76 15 cycle cycle NOUN iajs-3058 76 16 except except SCONJ iajs-3058 76 17 the the DET iajs-3058 76 18 final final ADJ iajs-3058 76 19 one one NUM iajs-3058 76 20 . . PUNCT iajs-3058 77 1 the the DET iajs-3058 77 2 following follow VERB iajs-3058 77 3 are be AUX iajs-3058 77 4 these these DET iajs-3058 77 5 operations operation NOUN iajs-3058 77 6 [ [ X iajs-3058 77 7 10 10 NUM iajs-3058 77 8 ] ] X iajs-3058 77 9 : : PUNCT iajs-3058 77 10 substitute substitute NOUN iajs-3058 77 11 bytes byte NOUN iajs-3058 77 12 : : PUNCT iajs-3058 77 13 these these DET iajs-3058 77 14 comprise comprise NOUN iajs-3058 77 15 processes process NOUN iajs-3058 77 16 built build VERB iajs-3058 77 17 on on ADP iajs-3058 77 18 specially specially ADV iajs-3058 77 19 created create VERB iajs-3058 77 20 substitution substitution NOUN iajs-3058 77 21 boxes box NOUN iajs-3058 77 22 . . PUNCT iajs-3058 78 1 this this DET iajs-3058 78 2 operation operation NOUN iajs-3058 78 3 's 's PART iajs-3058 78 4 primary primary ADJ iajs-3058 78 5 goal goal NOUN iajs-3058 78 6 is be AUX iajs-3058 78 7 to to PART iajs-3058 78 8 stop stop VERB iajs-3058 78 9 numerous numerous ADJ iajs-3058 78 10 attacks attack NOUN iajs-3058 78 11 , , PUNCT iajs-3058 78 12 including include VERB iajs-3058 78 13 mathematical mathematical ADJ iajs-3058 78 14 attacks attack NOUN iajs-3058 78 15 , , PUNCT iajs-3058 78 16 differential differential ADJ iajs-3058 78 17 cryptanalysis cryptanalysis NOUN iajs-3058 78 18 , , PUNCT iajs-3058 78 19 and and CCONJ iajs-3058 78 20 linear linear ADJ iajs-3058 78 21 cryptanalysis cryptanalysis NOUN iajs-3058 78 22 . . PUNCT iajs-3058 79 1 shift shift NOUN iajs-3058 79 2 rows row NOUN iajs-3058 79 3 : : PUNCT iajs-3058 79 4 this this DET iajs-3058 79 5 basic basic ADJ iajs-3058 79 6 linear linear ADJ iajs-3058 79 7 procedure procedure NOUN iajs-3058 79 8 is be AUX iajs-3058 79 9 carried carry VERB iajs-3058 79 10 out out ADP iajs-3058 79 11 on on ADP iajs-3058 79 12 state state NOUN iajs-3058 79 13 matrices matrix NOUN iajs-3058 79 14 . . PUNCT iajs-3058 80 1 the the DET iajs-3058 80 2 procedure procedure NOUN iajs-3058 80 3 is be AUX iajs-3058 80 4 carried carry VERB iajs-3058 80 5 out out ADP iajs-3058 80 6 with with ADP iajs-3058 80 7 the the DET iajs-3058 80 8 intention intention NOUN iajs-3058 80 9 of of ADP iajs-3058 80 10 causing cause VERB iajs-3058 80 11 diffusion diffusion NOUN iajs-3058 80 12 . . PUNCT iajs-3058 81 1 mix mix NOUN iajs-3058 81 2 columns column NOUN iajs-3058 81 3 : : PUNCT iajs-3058 81 4 similar similar ADJ iajs-3058 81 5 to to ADP iajs-3058 81 6 the the DET iajs-3058 81 7 shift shift NOUN iajs-3058 81 8 row row NOUN iajs-3058 81 9 operation operation NOUN iajs-3058 81 10 , , PUNCT iajs-3058 81 11 this this PRON iajs-3058 81 12 is be AUX iajs-3058 81 13 likewise likewise ADV iajs-3058 81 14 a a DET iajs-3058 81 15 fundamental fundamental ADJ iajs-3058 81 16 operation operation NOUN iajs-3058 81 17 . . PUNCT iajs-3058 82 1 matrix matrix NOUN iajs-3058 82 2 multiplication multiplication NOUN iajs-3058 82 3 is be AUX iajs-3058 82 4 involved involve VERB iajs-3058 82 5 . . PUNCT iajs-3058 83 1 add add VERB iajs-3058 83 2 round round ADJ iajs-3058 83 3 key key NOUN iajs-3058 83 4 : : PUNCT iajs-3058 83 5 this this DET iajs-3058 83 6 simple simple ADJ iajs-3058 83 7 procedure procedure NOUN iajs-3058 83 8 conducts conduct VERB iajs-3058 83 9 an an DET iajs-3058 83 10 exclusive exclusive ADJ iajs-3058 83 11 operation operation NOUN iajs-3058 83 12 between between ADP iajs-3058 83 13 the the DET iajs-3058 83 14 state state NOUN iajs-3058 83 15 matrix matrix NOUN iajs-3058 83 16 and and CCONJ iajs-3058 83 17 the the DET iajs-3058 83 18 key key NOUN iajs-3058 83 19 of of ADP iajs-3058 83 20 that that DET iajs-3058 83 21 round round NOUN iajs-3058 83 22 . . PUNCT iajs-3058 84 1 this this DET iajs-3058 84 2 operation operation NOUN iajs-3058 84 3 's 's PART iajs-3058 84 4 goal goal NOUN iajs-3058 84 5 is be AUX iajs-3058 84 6 to to PART iajs-3058 84 7 cause cause VERB iajs-3058 84 8 confusion confusion NOUN iajs-3058 84 9 [ [ X iajs-3058 84 10 10 10 NUM iajs-3058 84 11 ] ] PUNCT iajs-3058 84 12 . . PUNCT iajs-3058 85 1 the the DET iajs-3058 85 2 outcome outcome NOUN iajs-3058 85 3 is be AUX iajs-3058 85 4 applied apply VERB iajs-3058 85 5 in in ADP iajs-3058 85 6 the the DET iajs-3058 85 7 following follow VERB iajs-3058 85 8 round round NOUN iajs-3058 85 9 . . PUNCT iajs-3058 86 1 2.2.3triple 2.2.3triple NUM iajs-3058 86 2 data datum NOUN iajs-3058 86 3 encryption encryption NOUN iajs-3058 86 4 standard standard NOUN iajs-3058 86 5 ( ( PUNCT iajs-3058 86 6 triple triple ADJ iajs-3058 86 7 - - PUNCT iajs-3058 86 8 des des NOUN iajs-3058 86 9 ) ) PUNCT iajs-3058 86 10 similar similar ADJ iajs-3058 86 11 to to ADP iajs-3058 86 12 how how SCONJ iajs-3058 86 13 technology technology NOUN iajs-3058 86 14 advances advance VERB iajs-3058 86 15 . . PUNCT iajs-3058 87 1 there there PRON iajs-3058 87 2 were be VERB iajs-3058 87 3 various various ADJ iajs-3058 87 4 cryptanalytic cryptanalytic ADJ iajs-3058 87 5 attacks attack NOUN iajs-3058 87 6 , , PUNCT iajs-3058 87 7 such such ADJ iajs-3058 87 8 as as ADP iajs-3058 87 9 brute brute ADJ iajs-3058 87 10 force force NOUN iajs-3058 87 11 , , PUNCT iajs-3058 87 12 which which PRON iajs-3058 87 13 broke break VERB iajs-3058 87 14 the the DET iajs-3058 87 15 key key NOUN iajs-3058 87 16 to to ADP iajs-3058 87 17 deciphering decipher VERB iajs-3058 87 18 the the DET iajs-3058 87 19 ciphertext ciphertext NOUN iajs-3058 87 20 , , PUNCT iajs-3058 87 21 limiting limit VERB iajs-3058 87 22 the the DET iajs-3058 87 23 use use NOUN iajs-3058 87 24 of of ADP iajs-3058 87 25 des des PROPN iajs-3058 87 26 . . PROPN iajs-3058 87 27 to to PART iajs-3058 87 28 prevent prevent VERB iajs-3058 87 29 these these DET iajs-3058 87 30 attacks attack NOUN iajs-3058 87 31 , , PUNCT iajs-3058 87 32 the the DET iajs-3058 87 33 des des PROPN iajs-3058 87 34 cipher cipher PROPN iajs-3058 87 35 was be AUX iajs-3058 87 36 reconfirmed reconfirm VERB iajs-3058 87 37 as as ADP iajs-3058 87 38 the the DET iajs-3058 87 39 triple triple ADJ iajs-3058 87 40 data data NOUN iajs-3058 87 41 encryption encryption NOUN iajs-3058 87 42 standard standard NOUN iajs-3058 87 43 ( ( PUNCT iajs-3058 87 44 3des 3des PROPN iajs-3058 87 45 ) ) PUNCT iajs-3058 87 46 , , PUNCT iajs-3058 87 47 using use VERB iajs-3058 87 48 the the DET iajs-3058 87 49 des des PROPN iajs-3058 87 50 cipher cipher ADJ iajs-3058 87 51 three three NUM iajs-3058 87 52 times time NOUN iajs-3058 87 53 , , PUNCT iajs-3058 87 54 i.e. i.e. X iajs-3058 87 55 , , PUNCT iajs-3058 87 56 enciphering encipher VERB iajs-3058 87 57 -decryptionenciphering -decryptionenciphere VERB iajs-3058 87 58 to to PART iajs-3058 87 59 encipher encipher VERB iajs-3058 87 60 the the DET iajs-3058 87 61 64 64 NUM iajs-3058 87 62 - - PUNCT iajs-3058 87 63 bit bit NOUN iajs-3058 87 64 plain plain ADJ iajs-3058 87 65 text text NOUN iajs-3058 87 66 into into ADP iajs-3058 87 67 a a DET iajs-3058 87 68 64 64 NUM iajs-3058 87 69 - - PUNCT iajs-3058 87 70 bit bit NOUN iajs-3058 87 71 cipher cipher ADJ iajs-3058 87 72 text text NOUN iajs-3058 87 73 . . PUNCT iajs-3058 88 1 this this PRON iajs-3058 88 2 can can AUX iajs-3058 88 3 be be AUX iajs-3058 88 4 done do VERB iajs-3058 88 5 using use VERB iajs-3058 88 6 a a DET iajs-3058 88 7 192 192 NUM iajs-3058 88 8 - - PUNCT iajs-3058 88 9 bit bit NOUN iajs-3058 88 10 key key NOUN iajs-3058 88 11 composed compose VERB iajs-3058 88 12 of of ADP iajs-3058 88 13 key key ADJ iajs-3058 88 14 1 1 NUM iajs-3058 88 15 , , PUNCT iajs-3058 88 16 key key ADJ iajs-3058 88 17 2 2 NUM iajs-3058 88 18 , , PUNCT iajs-3058 88 19 and and CCONJ iajs-3058 88 20 key key ADJ iajs-3058 88 21 3 3 NUM iajs-3058 88 22 of of ADP iajs-3058 88 23 64 64 NUM iajs-3058 88 24 - - PUNCT iajs-3058 88 25 bit bit NOUN iajs-3058 88 26 each each PRON iajs-3058 88 27 for for ADP iajs-3058 88 28 enciphering enciphering NOUN iajs-3058 88 29 , , PUNCT iajs-3058 88 30 deciphering deciphering ADJ iajs-3058 88 31 , , PUNCT iajs-3058 88 32 and and CCONJ iajs-3058 88 33 enciphering enciphering NOUN iajs-3058 88 34 , , PUNCT iajs-3058 88 35 respectively respectively ADV iajs-3058 88 36 , , PUNCT iajs-3058 88 37 as as SCONJ iajs-3058 88 38 depicted depict VERB iajs-3058 88 39 in in ADP iajs-3058 88 40 figure figure NOUN iajs-3058 88 41 3 3 NUM iajs-3058 88 42 [ [ X iajs-3058 88 43 11 11 NUM iajs-3058 88 44 ] ] PUNCT iajs-3058 88 45 . . PUNCT iajs-3058 89 1 figure figure NOUN iajs-3058 89 2 3 3 NUM iajs-3058 89 3 . . PUNCT iajs-3058 90 1 triple triple ADJ iajs-3058 90 2 data datum NOUN iajs-3058 90 3 encryption encryption NOUN iajs-3058 90 4 standard standard NOUN iajs-3058 90 5 of of ADP iajs-3058 90 6 block block NOUN iajs-3058 90 7 diagram diagram NOUN iajs-3058 90 8 [ [ X iajs-3058 90 9 11 11 NUM iajs-3058 90 10 ] ] SYM iajs-3058 90 11 . . PUNCT iajs-3058 91 1 2 2 X iajs-3058 91 2 . . NUM iajs-3058 91 3 related relate VERB iajs-3058 91 4 works work NOUN iajs-3058 91 5 nagireddy nagireddy NOUN iajs-3058 91 6 , , PUNCT iajs-3058 91 7 s. s. PROPN iajs-3058 91 8 in in ADP iajs-3058 91 9 ( ( PUNCT iajs-3058 91 10 2019 2019 NUM iajs-3058 91 11 ) ) PUNCT iajs-3058 92 1 [ [ X iajs-3058 92 2 12 12 NUM iajs-3058 92 3 ] ] X iajs-3058 92 4 : : PUNCT iajs-3058 92 5 the the DET iajs-3058 92 6 proposal proposal NOUN iajs-3058 92 7 in in ADP iajs-3058 92 8 this this DET iajs-3058 92 9 study study NOUN iajs-3058 92 10 , , PUNCT iajs-3058 92 11 " " PUNCT iajs-3058 92 12 identification identification NOUN iajs-3058 92 13 of of ADP iajs-3058 92 14 the the DET iajs-3058 92 15 encryption encryption NOUN iajs-3058 92 16 techniques technique NOUN iajs-3058 92 17 of of ADP iajs-3058 92 18 block block NOUN iajs-3058 92 19 ciphers cipher NOUN iajs-3058 92 20 , , PUNCT iajs-3058 92 21 " " PUNCT iajs-3058 92 22 is be AUX iajs-3058 92 23 a a DET iajs-3058 92 24 type type NOUN iajs-3058 92 25 of of ADP iajs-3058 92 26 cryptanalysis cryptanalysis NOUN iajs-3058 92 27 attack attack NOUN iajs-3058 92 28 . . PUNCT iajs-3058 93 1 this this PRON iajs-3058 93 2 is be AUX iajs-3058 93 3 the the DET iajs-3058 93 4 main main ADJ iajs-3058 93 5 attack attack NOUN iajs-3058 93 6 used use VERB iajs-3058 93 7 to to PART iajs-3058 93 8 evaluate evaluate VERB iajs-3058 93 9 how how SCONJ iajs-3058 93 10 secure secure ADJ iajs-3058 93 11 block block NOUN iajs-3058 93 12 ciphers cipher NOUN iajs-3058 93 13 are be AUX iajs-3058 93 14 . . PUNCT iajs-3058 94 1 this this DET iajs-3058 94 2 task task NOUN iajs-3058 94 3 has have VERB iajs-3058 94 4 two two NUM iajs-3058 94 5 issues issue NOUN iajs-3058 94 6 : : PUNCT iajs-3058 94 7 ( ( PUNCT iajs-3058 94 8 1 1 X iajs-3058 94 9 ) ) PUNCT iajs-3058 94 10 identifying identify VERB iajs-3058 94 11 the the DET iajs-3058 94 12 encryption encryption NOUN iajs-3058 94 13 model model NOUN iajs-3058 94 14 . . PUNCT iajs-3058 95 1 ( ( PUNCT iajs-3058 95 2 2 2 X iajs-3058 95 3 ) ) PUNCT iajs-3058 95 4 determining determine VERB iajs-3058 95 5 the the DET iajs-3058 95 6 encryption encryption NOUN iajs-3058 95 7 methods method NOUN iajs-3058 95 8 used use VERB iajs-3058 95 9 by by ADP iajs-3058 95 10 block block NOUN iajs-3058 95 11 ciphers cipher NOUN iajs-3058 95 12 is be AUX iajs-3058 95 13 a a DET iajs-3058 95 14 pattern pattern NOUN iajs-3058 95 15 classification classification NOUN iajs-3058 95 16 issue issue NOUN iajs-3058 95 17 . . PUNCT iajs-3058 96 1 early early ADJ iajs-3058 96 2 methods method NOUN iajs-3058 96 3 for for ADP iajs-3058 96 4 identifying identify VERB iajs-3058 96 5 patterns pattern NOUN iajs-3058 96 6 in in ADP iajs-3058 96 7 block block NOUN iajs-3058 96 8 ciphers cipher NOUN iajs-3058 96 9 included include VERB iajs-3058 96 10 the the DET iajs-3058 96 11 histogram histogram NOUN iajs-3058 96 12 matching matching NOUN iajs-3058 96 13 approach approach NOUN iajs-3058 96 14 , , PUNCT iajs-3058 96 15 support support VERB iajs-3058 96 16 vector vector NOUN iajs-3058 96 17 machines machine NOUN iajs-3058 96 18 ( ( PUNCT iajs-3058 96 19 svm svm PROPN iajs-3058 96 20 ) ) PUNCT iajs-3058 96 21 , , PUNCT iajs-3058 96 22 and and CCONJ iajs-3058 96 23 gaussian gaussian ADJ iajs-3058 96 24 mixture mixture NOUN iajs-3058 96 25 models model NOUN iajs-3058 96 26 . . PUNCT iajs-3058 97 1 to to PART iajs-3058 97 2 create create VERB iajs-3058 97 3 a a DET iajs-3058 97 4 variety variety NOUN iajs-3058 97 5 of of ADP iajs-3058 97 6 attack attack NOUN iajs-3058 97 7 methods method NOUN iajs-3058 97 8 , , PUNCT iajs-3058 97 9 including include VERB iajs-3058 97 10 ciphertext ciphertext NOUN iajs-3058 97 11 - - PUNCT iajs-3058 97 12 only only ADV iajs-3058 97 13 assault assault NOUN iajs-3058 97 14 , , PUNCT iajs-3058 97 15 known know VERB iajs-3058 97 16 - - PUNCT iajs-3058 97 17 plaintext plaintext NOUN iajs-3058 97 18 attack attack NOUN iajs-3058 97 19 , , PUNCT iajs-3058 97 20 and and CCONJ iajs-3058 97 21 side side ADJ iajs-3058 97 22 - - PUNCT iajs-3058 97 23 channel channel NOUN iajs-3058 97 24 attack attack NOUN iajs-3058 97 25 . . PUNCT iajs-3058 98 1 ihjpas ihjpas PROPN iajs-3058 98 2 . . PUNCT iajs-3058 99 1 36(1)2023 36(1)2023 NUM iajs-3058 99 2 419 419 NUM iajs-3058 99 3 hu hu PROPN iajs-3058 99 4 , , PUNCT iajs-3058 99 5 x. x. PROPN iajs-3058 99 6 ; ; PUNCT iajs-3058 99 7 zhao zhao X iajs-3058 99 8 , , PUNCT iajs-3058 99 9 y. y. PROPN iajs-3058 99 10 in in ADP iajs-3058 99 11 ( ( PUNCT iajs-3058 99 12 2019 2019 NUM iajs-3058 99 13 , , PUNCT iajs-3058 99 14 february february PROPN iajs-3058 99 15 ) ) PUNCT iajs-3058 100 1 [ [ X iajs-3058 100 2 13 13 NUM iajs-3058 100 3 ] ] PUNCT iajs-3058 100 4 : : PUNCT iajs-3058 100 5 the the DET iajs-3058 100 6 outcomes outcome NOUN iajs-3058 100 7 show show VERB iajs-3058 100 8 that that SCONJ iajs-3058 100 9 ciphertext ciphertext NOUN iajs-3058 100 10 data datum NOUN iajs-3058 100 11 may may AUX iajs-3058 100 12 be be AUX iajs-3058 100 13 successfully successfully ADV iajs-3058 100 14 extracted extract VERB iajs-3058 100 15 using use VERB iajs-3058 100 16 the the DET iajs-3058 100 17 created create VERB iajs-3058 100 18 features feature NOUN iajs-3058 100 19 . . PUNCT iajs-3058 101 1 this this DET iajs-3058 101 2 study study NOUN iajs-3058 101 3 developed develop VERB iajs-3058 101 4 a a DET iajs-3058 101 5 novel novel ADJ iajs-3058 101 6 methodology methodology NOUN iajs-3058 101 7 by by ADP iajs-3058 101 8 building build VERB iajs-3058 101 9 a a DET iajs-3058 101 10 feature feature NOUN iajs-3058 101 11 based base VERB iajs-3058 101 12 on on ADP iajs-3058 101 13 ciphertext ciphertext ADJ iajs-3058 101 14 recombination recombination NOUN iajs-3058 101 15 and and CCONJ iajs-3058 101 16 location location NOUN iajs-3058 101 17 detection detection NOUN iajs-3058 101 18 . . PUNCT iajs-3058 102 1 eight eight NUM iajs-3058 102 2 block block NOUN iajs-3058 102 3 ciphers cipher NOUN iajs-3058 102 4 of of ADP iajs-3058 102 5 the the DET iajs-3058 102 6 electronic electronic ADJ iajs-3058 102 7 codebook codebook NOUN iajs-3058 102 8 mode mode NOUN iajs-3058 102 9 ( ( PUNCT iajs-3058 102 10 ecb ecb NOUN iajs-3058 102 11 ) ) PUNCT iajs-3058 102 12 and and CCONJ iajs-3058 102 13 eight eight NUM iajs-3058 102 14 cipher cipher ADJ iajs-3058 102 15 block block NOUN iajs-3058 102 16 chaining chain VERB iajs-3058 102 17 mode mode NOUN iajs-3058 102 18 ( ( PUNCT iajs-3058 102 19 cbc cbc PROPN iajs-3058 102 20 ) ) PUNCT iajs-3058 102 21 were be AUX iajs-3058 102 22 classified classify VERB iajs-3058 102 23 using use VERB iajs-3058 102 24 a a DET iajs-3058 102 25 random random ADJ iajs-3058 102 26 forest forest NOUN iajs-3058 102 27 classifier classifier NOUN iajs-3058 102 28 . . PUNCT iajs-3058 103 1 in in ADP iajs-3058 103 2 ecb ecb PROPN iajs-3058 103 3 mode mode NOUN iajs-3058 103 4 , , PUNCT iajs-3058 103 5 eight eight NUM iajs-3058 103 6 algorithms algorithm NOUN iajs-3058 103 7 can can AUX iajs-3058 103 8 classify classify VERB iajs-3058 103 9 objects object NOUN iajs-3058 103 10 with with ADP iajs-3058 103 11 more more ADJ iajs-3058 103 12 than than ADP iajs-3058 103 13 87 87 NUM iajs-3058 103 14 % % NOUN iajs-3058 103 15 accuracy accuracy NOUN iajs-3058 103 16 . . PUNCT iajs-3058 104 1 additionally additionally ADV iajs-3058 104 2 , , PUNCT iajs-3058 104 3 it it PRON iajs-3058 104 4 can can AUX iajs-3058 104 5 classify classify VERB iajs-3058 104 6 more more ADV iajs-3058 104 7 accurately accurately ADV iajs-3058 104 8 in in ADP iajs-3058 104 9 cbc cbc PROPN iajs-3058 104 10 mode mode NOUN iajs-3058 104 11 than than ADP iajs-3058 104 12 at at ADP iajs-3058 104 13 random random ADJ iajs-3058 104 14 . . PUNCT iajs-3058 105 1 kopal kopal PROPN iajs-3058 105 2 , , PUNCT iajs-3058 105 3 n. n. NOUN iajs-3058 105 4 , , PUNCT iajs-3058 105 5 in in ADP iajs-3058 105 6 ( ( PUNCT iajs-3058 105 7 2020 2020 NUM iajs-3058 105 8 , , PUNCT iajs-3058 105 9 may may AUX iajs-3058 105 10 ) ) PUNCT iajs-3058 106 1 [ [ X iajs-3058 106 2 14 14 NUM iajs-3058 106 3 ] ] X iajs-3058 106 4 : : PUNCT iajs-3058 106 5 the the DET iajs-3058 106 6 proposed propose VERB iajs-3058 106 7 cryptanalysis cryptanalysis NOUN iajs-3058 106 8 in in ADP iajs-3058 106 9 this this DET iajs-3058 106 10 research research NOUN iajs-3058 106 11 has have AUX iajs-3058 106 12 developed develop VERB iajs-3058 106 13 an an DET iajs-3058 106 14 artificial artificial ADJ iajs-3058 106 15 neural neural ADJ iajs-3058 106 16 network network NOUN iajs-3058 106 17 that that PRON iajs-3058 106 18 is be AUX iajs-3058 106 19 now now ADV iajs-3058 106 20 able able ADJ iajs-3058 106 21 to to PART iajs-3058 106 22 recognize recognize VERB iajs-3058 106 23 five five NUM iajs-3058 106 24 classical classical ADJ iajs-3058 106 25 ciphers cipher NOUN iajs-3058 106 26 : : PUNCT iajs-3058 106 27 simple simple ADJ iajs-3058 106 28 monoalphabetic monoalphabetic ADJ iajs-3058 106 29 substitution substitution NOUN iajs-3058 106 30 , , PUNCT iajs-3058 106 31 vigen'ere vigen'ere NOUN iajs-3058 106 32 , , PUNCT iajs-3058 106 33 playfair playfair NOUN iajs-3058 106 34 , , PUNCT iajs-3058 106 35 hill hill NOUN iajs-3058 106 36 , , PUNCT iajs-3058 106 37 and and CCONJ iajs-3058 106 38 transposition transposition NOUN iajs-3058 106 39 . . PUNCT iajs-3058 107 1 the the DET iajs-3058 107 2 network network NOUN iajs-3058 107 3 is be AUX iajs-3058 107 4 based base VERB iajs-3058 107 5 on on ADP iajs-3058 107 6 google google PROPN iajs-3058 107 7 's 's PART iajs-3058 107 8 tensorflow tensorflow NOUN iajs-3058 107 9 library library NOUN iajs-3058 107 10 as as ADV iajs-3058 107 11 well well ADV iajs-3058 107 12 as as ADP iajs-3058 107 13 keras keras PROPN iajs-3058 107 14 . . PUNCT iajs-3058 108 1 this this DET iajs-3058 108 2 paper paper NOUN iajs-3058 108 3 presented present VERB iajs-3058 108 4 the the DET iajs-3058 108 5 current current ADJ iajs-3058 108 6 progress progress NOUN iajs-3058 108 7 in in ADP iajs-3058 108 8 the the DET iajs-3058 108 9 research research NOUN iajs-3058 108 10 on on ADP iajs-3058 108 11 using use VERB iajs-3058 108 12 such such ADJ iajs-3058 108 13 artificial artificial ADJ iajs-3058 108 14 neural neural ADJ iajs-3058 108 15 networks network NOUN iajs-3058 108 16 ( ( PUNCT iajs-3058 108 17 ann ann PROPN iajs-3058 108 18 ) ) PUNCT iajs-3058 108 19 to to PART iajs-3058 108 20 diagnose diagnose VERB iajs-3058 108 21 the the DET iajs-3058 108 22 cryptography cryptography NOUN iajs-3058 108 23 type type NOUN iajs-3058 108 24 . . PUNCT iajs-3058 109 1 artificial artificial ADJ iajs-3058 109 2 neural neural ADJ iajs-3058 109 3 networks network NOUN iajs-3058 109 4 ( ( PUNCT iajs-3058 109 5 ann ann PROPN iajs-3058 109 6 ) ) PUNCT iajs-3058 109 7 can can AUX iajs-3058 109 8 categorize categorize VERB iajs-3058 109 9 about about ADV iajs-3058 109 10 90 90 NUM iajs-3058 109 11 % % NOUN iajs-3058 109 12 of of ADP iajs-3058 109 13 the the DET iajs-3058 109 14 ciphertexts ciphertext NOUN iajs-3058 109 15 correctly correctly ADV iajs-3058 109 16 . . PUNCT iajs-3058 110 1 using use VERB iajs-3058 110 2 an an DET iajs-3058 110 3 artificial artificial ADJ iajs-3058 110 4 neural neural ADJ iajs-3058 110 5 network network NOUN iajs-3058 110 6 provides provide VERB iajs-3058 110 7 54 54 NUM iajs-3058 110 8 % % NOUN iajs-3058 110 9 computation computation NOUN iajs-3058 110 10 time time NOUN iajs-3058 110 11 for for ADP iajs-3058 110 12 categories category NOUN iajs-3058 110 13 of of ADP iajs-3058 110 14 cipher cipher ADJ iajs-3058 110 15 kinds kind NOUN iajs-3058 110 16 . . PUNCT iajs-3058 111 1 yang yang PROPN iajs-3058 111 2 , , PUNCT iajs-3058 111 3 w. w. PROPN iajs-3058 111 4 ; ; PUNCT iajs-3058 111 5 park park NOUN iajs-3058 111 6 , , PUNCT iajs-3058 111 7 y. y. PROPN iajs-3058 111 8 in in ADP iajs-3058 111 9 ( ( PUNCT iajs-3058 111 10 2021 2021 NUM iajs-3058 111 11 , , PUNCT iajs-3058 111 12 jan jan PROPN iajs-3058 111 13 ) ) PUNCT iajs-3058 112 1 [ [ X iajs-3058 112 2 15 15 NUM iajs-3058 112 3 ] ] X iajs-3058 112 4 : : PUNCT iajs-3058 112 5 this this DET iajs-3058 112 6 study study NOUN iajs-3058 112 7 presents present VERB iajs-3058 112 8 a a DET iajs-3058 112 9 new new ADJ iajs-3058 112 10 technique technique NOUN iajs-3058 112 11 to to PART iajs-3058 112 12 identify identify VERB iajs-3058 112 13 symmetric symmetric ADJ iajs-3058 112 14 key key ADJ iajs-3058 112 15 algorithms algorithm NOUN iajs-3058 112 16 using use VERB iajs-3058 112 17 a a DET iajs-3058 112 18 convolutional convolutional ADJ iajs-3058 112 19 neural neural ADJ iajs-3058 112 20 network network NOUN iajs-3058 112 21 ( ( PUNCT iajs-3058 112 22 cnn cnn PROPN iajs-3058 112 23 ) ) PUNCT iajs-3058 112 24 for for ADP iajs-3058 112 25 traces trace NOUN iajs-3058 112 26 extracted extract VERB iajs-3058 112 27 from from ADP iajs-3058 112 28 intel intel PROPN iajs-3058 112 29 processor processor NOUN iajs-3058 112 30 trace trace NOUN iajs-3058 112 31 ( ( PUNCT iajs-3058 112 32 ipt ipt NOUN iajs-3058 112 33 ) ) PUNCT iajs-3058 112 34 . . PUNCT iajs-3058 113 1 the the DET iajs-3058 113 2 ipt ipt PROPN iajs-3058 113 3 interrupts interrupt VERB iajs-3058 113 4 the the DET iajs-3058 113 5 running running NOUN iajs-3058 113 6 of of ADP iajs-3058 113 7 software software NOUN iajs-3058 113 8 . . PUNCT iajs-3058 114 1 the the DET iajs-3058 114 2 ipt ipt PROPN iajs-3058 114 3 is be AUX iajs-3058 114 4 used use VERB iajs-3058 114 5 to to PART iajs-3058 114 6 remove remove VERB iajs-3058 114 7 the the DET iajs-3058 114 8 trace trace NOUN iajs-3058 114 9 that that PRON iajs-3058 114 10 has have AUX iajs-3058 114 11 been be AUX iajs-3058 114 12 symmetric symmetric ADJ iajs-3058 114 13 key key ADJ iajs-3058 114 14 ciphered ciphered ADJ iajs-3058 114 15 first first ADV iajs-3058 114 16 . . PUNCT iajs-3058 115 1 it it PRON iajs-3058 115 2 is be AUX iajs-3058 115 3 then then ADV iajs-3058 115 4 transformed transform VERB iajs-3058 115 5 into into ADP iajs-3058 115 6 an an DET iajs-3058 115 7 image image NOUN iajs-3058 115 8 and and CCONJ iajs-3058 115 9 fed feed VERB iajs-3058 115 10 into into ADP iajs-3058 115 11 cnn cnn PROPN iajs-3058 115 12 . . PUNCT iajs-3058 116 1 two two NUM iajs-3058 116 2 different different ADJ iajs-3058 116 3 datasets dataset NOUN iajs-3058 116 4 were be AUX iajs-3058 116 5 used use VERB iajs-3058 116 6 for for ADP iajs-3058 116 7 the the DET iajs-3058 116 8 experiment experiment NOUN iajs-3058 116 9 . . PUNCT iajs-3058 117 1 the the DET iajs-3058 117 2 training training NOUN iajs-3058 117 3 results result NOUN iajs-3058 117 4 from from ADP iajs-3058 117 5 the the DET iajs-3058 117 6 first first ADJ iajs-3058 117 7 dataset dataset NOUN iajs-3058 117 8 , , PUNCT iajs-3058 117 9 which which PRON iajs-3058 117 10 contained contain VERB iajs-3058 117 11 traces trace NOUN iajs-3058 117 12 extracted extract VERB iajs-3058 117 13 using use VERB iajs-3058 117 14 various various ADJ iajs-3058 117 15 symmetric symmetric ADJ iajs-3058 117 16 key key ADJ iajs-3058 117 17 algorithms algorithm NOUN iajs-3058 117 18 , , PUNCT iajs-3058 117 19 were be AUX iajs-3058 117 20 categorized categorize VERB iajs-3058 117 21 into into ADP iajs-3058 117 22 nine nine NUM iajs-3058 117 23 classes class NOUN iajs-3058 117 24 with with ADP iajs-3058 117 25 100 100 NUM iajs-3058 117 26 % % NOUN iajs-3058 117 27 accuracy accuracy NOUN iajs-3058 117 28 . . PUNCT iajs-3058 118 1 the the DET iajs-3058 118 2 second second ADJ iajs-3058 118 3 dataset dataset NOUN iajs-3058 118 4 contained contain VERB iajs-3058 118 5 traces trace NOUN iajs-3058 118 6 for for ADP iajs-3058 118 7 each each DET iajs-3058 118 8 type type NOUN iajs-3058 118 9 of of ADP iajs-3058 118 10 symmetric symmetric ADJ iajs-3058 118 11 key key ADJ iajs-3058 118 12 algorithm algorithm NOUN iajs-3058 118 13 , , PUNCT iajs-3058 118 14 along along ADP iajs-3058 118 15 with with ADP iajs-3058 118 16 the the DET iajs-3058 118 17 block block NOUN iajs-3058 118 18 cipher cipher ADJ iajs-3058 118 19 modes mode NOUN iajs-3058 118 20 and and CCONJ iajs-3058 118 21 various various ADJ iajs-3058 118 22 bit bit NOUN iajs-3058 118 23 sizes size NOUN iajs-3058 118 24 of of ADP iajs-3058 118 25 the the DET iajs-3058 118 26 security security NOUN iajs-3058 118 27 keys key NOUN iajs-3058 118 28 . . PUNCT iajs-3058 119 1 the the DET iajs-3058 119 2 accuracy accuracy NOUN iajs-3058 119 3 of of ADP iajs-3058 119 4 the the DET iajs-3058 119 5 classification classification NOUN iajs-3058 119 6 of of ADP iajs-3058 119 7 the the DET iajs-3058 119 8 training training NOUN iajs-3058 119 9 results result NOUN iajs-3058 119 10 into into ADP iajs-3058 119 11 36 36 NUM iajs-3058 119 12 classes class NOUN iajs-3058 119 13 was be AUX iajs-3058 119 14 70.55 70.55 NUM iajs-3058 119 15 percent percent NOUN iajs-3058 119 16 . . PUNCT iajs-3058 120 1 this this DET iajs-3058 120 2 study study NOUN iajs-3058 120 3 used use VERB iajs-3058 120 4 a a DET iajs-3058 120 5 cnn cnn NOUN iajs-3058 120 6 to to PART iajs-3058 120 7 determine determine VERB iajs-3058 120 8 the the DET iajs-3058 120 9 number number NOUN iajs-3058 120 10 of of ADP iajs-3058 120 11 key key ADJ iajs-3058 120 12 bits bit NOUN iajs-3058 120 13 and and CCONJ iajs-3058 120 14 the the DET iajs-3058 120 15 block block NOUN iajs-3058 120 16 - - PUNCT iajs-3058 120 17 cipher cipher ADJ iajs-3058 120 18 modes mode NOUN iajs-3058 120 19 in in ADP iajs-3058 120 20 addition addition NOUN iajs-3058 120 21 to to ADP iajs-3058 120 22 the the DET iajs-3058 120 23 types type NOUN iajs-3058 120 24 of of ADP iajs-3058 120 25 encryption encryption NOUN iajs-3058 120 26 algorithms algorithm NOUN iajs-3058 120 27 that that PRON iajs-3058 120 28 studies study NOUN iajs-3058 120 29 have have AUX iajs-3058 120 30 previously previously ADV iajs-3058 120 31 identified identify VERB iajs-3058 120 32 . . PUNCT iajs-3058 121 1 3 3 X iajs-3058 121 2 . . NUM iajs-3058 121 3 proposed propose VERB iajs-3058 121 4 model model NOUN iajs-3058 121 5 this this DET iajs-3058 121 6 study study NOUN iajs-3058 121 7 suggests suggest VERB iajs-3058 121 8 a a DET iajs-3058 121 9 deep deep ADJ iajs-3058 121 10 learning learning NOUN iajs-3058 121 11 strategy strategy NOUN iajs-3058 121 12 for for ADP iajs-3058 121 13 determining determine VERB iajs-3058 121 14 the the DET iajs-3058 121 15 encryption encryption NOUN iajs-3058 121 16 algorithm algorithm NOUN iajs-3058 121 17 from from ADP iajs-3058 121 18 the the DET iajs-3058 121 19 cipher cipher ADJ iajs-3058 121 20 text text NOUN iajs-3058 121 21 , , PUNCT iajs-3058 121 22 using use VERB iajs-3058 121 23 the the DET iajs-3058 121 24 algorithm algorithm NOUN iajs-3058 121 25 fully fully ADV iajs-3058 121 26 connected connect VERB iajs-3058 121 27 neural neural ADJ iajs-3058 121 28 networks network NOUN iajs-3058 121 29 ( ( PUNCT iajs-3058 121 30 fcnns fcnn NOUN iajs-3058 121 31 ) ) PUNCT iajs-3058 121 32 . . PUNCT iajs-3058 122 1 the the DET iajs-3058 122 2 deep deep ADJ iajs-3058 122 3 learning learning NOUN iajs-3058 122 4 strategy strategy NOUN iajs-3058 122 5 is be AUX iajs-3058 122 6 suggested suggest VERB iajs-3058 122 7 for for ADP iajs-3058 122 8 determining determine VERB iajs-3058 122 9 and and CCONJ iajs-3058 122 10 analyzing analyze VERB iajs-3058 122 11 the the DET iajs-3058 122 12 encryption encryption NOUN iajs-3058 122 13 algorithm algorithm NOUN iajs-3058 122 14 ( ( PUNCT iajs-3058 122 15 secret secret ADJ iajs-3058 122 16 key key NOUN iajs-3058 122 17 ) ) PUNCT iajs-3058 122 18 from from ADP iajs-3058 122 19 the the DET iajs-3058 122 20 cipher cipher ADJ iajs-3058 122 21 text text NOUN iajs-3058 122 22 using use VERB iajs-3058 122 23 the the DET iajs-3058 122 24 fully fully ADV iajs-3058 122 25 connected connect VERB iajs-3058 122 26 neural neural ADJ iajs-3058 122 27 networks network NOUN iajs-3058 122 28 model model NOUN iajs-3058 122 29 ( ( PUNCT iajs-3058 122 30 fcnns fcnn NOUN iajs-3058 122 31 ) ) PUNCT iajs-3058 122 32 . . PUNCT iajs-3058 123 1 the the DET iajs-3058 123 2 fully fully ADV iajs-3058 123 3 connected connected ADJ iajs-3058 123 4 neural neural ADJ iajs-3058 123 5 network network NOUN iajs-3058 123 6 model model NOUN iajs-3058 123 7 ( ( PUNCT iajs-3058 123 8 fcnn fcnn PROPN iajs-3058 123 9 ) ) PUNCT iajs-3058 123 10 , , PUNCT iajs-3058 123 11 a a DET iajs-3058 123 12 multi multi ADJ iajs-3058 123 13 - - ADJ iajs-3058 123 14 layered layered ADJ iajs-3058 123 15 feedforward feedforward NOUN iajs-3058 123 16 neural neural ADJ iajs-3058 123 17 network network NOUN iajs-3058 123 18 model model NOUN iajs-3058 123 19 , , PUNCT iajs-3058 123 20 is be AUX iajs-3058 123 21 one one NUM iajs-3058 123 22 of of ADP iajs-3058 123 23 the the DET iajs-3058 123 24 most most ADV iajs-3058 123 25 important important ADJ iajs-3058 123 26 deep deep ADJ iajs-3058 123 27 learning learning NOUN iajs-3058 123 28 models model NOUN iajs-3058 123 29 . . PUNCT iajs-3058 124 1 fcnn fcnn PROPN iajs-3058 124 2 uses use VERB iajs-3058 124 3 the the DET iajs-3058 124 4 spatial spatial ADJ iajs-3058 124 5 concept concept NOUN iajs-3058 124 6 to to PART iajs-3058 124 7 extract extract VERB iajs-3058 124 8 characteristics characteristic NOUN iajs-3058 124 9 . . PUNCT iajs-3058 125 1 fcnn fcnn PROPN iajs-3058 125 2 is be AUX iajs-3058 125 3 better well ADV iajs-3058 125 4 able able ADJ iajs-3058 125 5 to to PART iajs-3058 125 6 classify classify VERB iajs-3058 125 7 and and CCONJ iajs-3058 125 8 more more ADV iajs-3058 125 9 efficient efficient ADJ iajs-3058 125 10 in in ADP iajs-3058 125 11 using use VERB iajs-3058 125 12 big big ADJ iajs-3058 125 13 data datum NOUN iajs-3058 125 14 and and CCONJ iajs-3058 125 15 reducing reduce VERB iajs-3058 125 16 complexity complexity NOUN iajs-3058 125 17 and and CCONJ iajs-3058 125 18 can can AUX iajs-3058 125 19 store store VERB iajs-3058 125 20 training training NOUN iajs-3058 125 21 data datum NOUN iajs-3058 125 22 . . PUNCT iajs-3058 126 1 text text NOUN iajs-3058 126 2 categorization categorization NOUN iajs-3058 126 3 problems problem NOUN iajs-3058 126 4 today today NOUN iajs-3058 126 5 frequently frequently ADV iajs-3058 126 6 employ employ VERB iajs-3058 126 7 this this DET iajs-3058 126 8 network network NOUN iajs-3058 126 9 design design NOUN iajs-3058 126 10 . . PUNCT iajs-3058 127 1 a a DET iajs-3058 127 2 fully fully ADV iajs-3058 127 3 connected connect VERB iajs-3058 127 4 layer layer NOUN iajs-3058 127 5 multiplies multiply VERB iajs-3058 127 6 the the DET iajs-3058 127 7 input input NOUN iajs-3058 127 8 by by ADP iajs-3058 127 9 a a DET iajs-3058 127 10 weight weight NOUN iajs-3058 127 11 matrix matrix NOUN iajs-3058 127 12 before before ADP iajs-3058 127 13 adding add VERB iajs-3058 127 14 a a DET iajs-3058 127 15 bias bias NOUN iajs-3058 127 16 vector vector NOUN iajs-3058 127 17 . . PUNCT iajs-3058 128 1 one one NUM iajs-3058 128 2 or or CCONJ iajs-3058 128 3 more more ADV iajs-3058 128 4 fully fully ADV iajs-3058 128 5 connected connected ADJ iajs-3058 128 6 layers layer NOUN iajs-3058 128 7 are be AUX iajs-3058 128 8 added add VERB iajs-3058 128 9 after after ADP iajs-3058 128 10 the the DET iajs-3058 128 11 convolutional convolutional ADJ iajs-3058 128 12 ( ( PUNCT iajs-3058 128 13 and and CCONJ iajs-3058 128 14 down down ADV iajs-3058 128 15 - - PUNCT iajs-3058 128 16 sampling sample VERB iajs-3058 128 17 ) ) PUNCT iajs-3058 128 18 layers layer NOUN iajs-3058 128 19 . . PUNCT iajs-3058 129 1 as as SCONJ iajs-3058 129 2 the the DET iajs-3058 129 3 name name NOUN iajs-3058 129 4 implies imply VERB iajs-3058 129 5 , , PUNCT iajs-3058 129 6 every every DET iajs-3058 129 7 neuron neuron NOUN iajs-3058 129 8 in in ADP iajs-3058 129 9 a a DET iajs-3058 129 10 fully fully ADV iajs-3058 129 11 connected connect VERB iajs-3058 129 12 layer layer NOUN iajs-3058 129 13 connects connect VERB iajs-3058 129 14 to to ADP iajs-3058 129 15 every every DET iajs-3058 129 16 neuron neuron NOUN iajs-3058 129 17 in in ADP iajs-3058 129 18 the the DET iajs-3058 129 19 layer layer NOUN iajs-3058 129 20 above above ADP iajs-3058 129 21 it it PRON iajs-3058 129 22 . . PUNCT iajs-3058 130 1 fcnn fcnn PROPN iajs-3058 130 2 is be AUX iajs-3058 130 3 the the DET iajs-3058 130 4 last last ADJ iajs-3058 130 5 layer layer NOUN iajs-3058 130 6 in in ADP iajs-3058 130 7 cnn cnn PROPN iajs-3058 130 8 that that PRON iajs-3058 130 9 performs perform VERB iajs-3058 130 10 classification classification NOUN iajs-3058 130 11 . . PUNCT iajs-3058 131 1 it it PRON iajs-3058 131 2 delivers deliver VERB iajs-3058 131 3 the the DET iajs-3058 131 4 results result NOUN iajs-3058 131 5 and and CCONJ iajs-3058 131 6 communicates communicate VERB iajs-3058 131 7 the the DET iajs-3058 131 8 activation activation NOUN iajs-3058 131 9 function function NOUN iajs-3058 131 10 " " PUNCT iajs-3058 131 11 softmax softmax NOUN iajs-3058 131 12 , , PUNCT iajs-3058 131 13 " " PUNCT iajs-3058 131 14 where where SCONJ iajs-3058 131 15 fcnn fcnn PROPN iajs-3058 131 16 has have VERB iajs-3058 131 17 more more ADJ iajs-3058 131 18 layers layer NOUN iajs-3058 131 19 like like ADP iajs-3058 131 20 a a DET iajs-3058 131 21 multiplelayer multiplelayer PROPN iajs-3058 131 22 perceptron perceptron PROPN iajs-3058 131 23 , , PUNCT iajs-3058 131 24 as as SCONJ iajs-3058 131 25 shown show VERB iajs-3058 131 26 in in ADP iajs-3058 131 27 figure figure NOUN iajs-3058 131 28 4 4 NUM iajs-3058 131 29 , , PUNCT iajs-3058 131 30 fully fully ADV iajs-3058 131 31 connected connected ADJ iajs-3058 131 32 neural neural ADJ iajs-3058 131 33 network network NOUN iajs-3058 131 34 model model NOUN iajs-3058 131 35 . . PUNCT iajs-3058 132 1 ihjpas ihjpas PROPN iajs-3058 132 2 . . PUNCT iajs-3058 133 1 36(1)2023 36(1)2023 NUM iajs-3058 133 2 420 420 NUM iajs-3058 133 3 figure figure NOUN iajs-3058 133 4 4 4 NUM iajs-3058 133 5 .structure .structure ADV iajs-3058 133 6 fully fully ADV iajs-3058 133 7 connected connect VERB iajs-3058 133 8 neural neural ADJ iajs-3058 133 9 network network NOUN iajs-3058 133 10 . . PUNCT iajs-3058 134 1 4 4 X iajs-3058 134 2 . . X iajs-3058 134 3 experimental experimental ADJ iajs-3058 134 4 process process NOUN iajs-3058 134 5 4.1data 4.1data NUM iajs-3058 134 6 set set NOUN iajs-3058 134 7 in in ADP iajs-3058 134 8 this this DET iajs-3058 134 9 research research NOUN iajs-3058 134 10 , , PUNCT iajs-3058 134 11 cipher cipher ADJ iajs-3058 134 12 texts text NOUN iajs-3058 134 13 retrieved retrieve VERB iajs-3058 134 14 from from ADP iajs-3058 134 15 the the DET iajs-3058 134 16 kaggle kaggle ADJ iajs-3058 134 17 website website NOUN iajs-3058 134 18 containing contain VERB iajs-3058 134 19 ciphertext ciphertext NOUN iajs-3058 134 20 and and CCONJ iajs-3058 134 21 plaintext plaintext NOUN iajs-3058 134 22 , , PUNCT iajs-3058 134 23 an an DET iajs-3058 134 24 unlabeled unlabele VERB iajs-3058 134 25 dataset dataset NOUN iajs-3058 134 26 [ [ X iajs-3058 134 27 16 16 NUM iajs-3058 134 28 ] ] PUNCT iajs-3058 134 29 , , PUNCT iajs-3058 134 30 will will AUX iajs-3058 134 31 be be AUX iajs-3058 134 32 used use VERB iajs-3058 134 33 to to PART iajs-3058 134 34 construct construct VERB iajs-3058 134 35 the the DET iajs-3058 134 36 ciphertext ciphertext NOUN iajs-3058 134 37 from from ADP iajs-3058 134 38 plaintext plaintext NOUN iajs-3058 134 39 data datum NOUN iajs-3058 134 40 and and CCONJ iajs-3058 134 41 encrypt encrypt VERB iajs-3058 134 42 data datum NOUN iajs-3058 134 43 with with ADP iajs-3058 134 44 both both CCONJ iajs-3058 134 45 the the DET iajs-3058 134 46 same same ADJ iajs-3058 134 47 key key NOUN iajs-3058 134 48 and and CCONJ iajs-3058 134 49 different different ADJ iajs-3058 134 50 keys key NOUN iajs-3058 134 51 using use VERB iajs-3058 134 52 encryption encryption NOUN iajs-3058 134 53 algorithms algorithm NOUN iajs-3058 134 54 . . PUNCT iajs-3058 135 1 the the DET iajs-3058 135 2 data datum NOUN iajs-3058 135 3 will will AUX iajs-3058 135 4 be be AUX iajs-3058 135 5 encrypted encrypt VERB iajs-3058 135 6 and and CCONJ iajs-3058 135 7 stored store VERB iajs-3058 135 8 in in ADP iajs-3058 135 9 a a DET iajs-3058 135 10 dictionary dictionary NOUN iajs-3058 135 11 , , PUNCT iajs-3058 135 12 with with ADP iajs-3058 135 13 an an DET iajs-3058 135 14 80 80 NUM iajs-3058 135 15 % % NOUN iajs-3058 135 16 discount discount NOUN iajs-3058 135 17 for for ADP iajs-3058 135 18 training training NOUN iajs-3058 135 19 data datum NOUN iajs-3058 135 20 and and CCONJ iajs-3058 135 21 20 20 NUM iajs-3058 135 22 % % NOUN iajs-3058 135 23 for for ADP iajs-3058 135 24 testing testing NOUN iajs-3058 135 25 taken take VERB iajs-3058 135 26 from from ADP iajs-3058 135 27 ciphertexts ciphertext NOUN iajs-3058 135 28 in in ADP iajs-3058 135 29 the the DET iajs-3058 135 30 dataset dataset NOUN iajs-3058 135 31 for for ADP iajs-3058 135 32 the the DET iajs-3058 135 33 test test NOUN iajs-3058 135 34 . . PUNCT iajs-3058 136 1 after after SCONJ iajs-3058 136 2 the the DET iajs-3058 136 3 model model NOUN iajs-3058 136 4 is be AUX iajs-3058 136 5 trained train VERB iajs-3058 136 6 and and CCONJ iajs-3058 136 7 run run VERB iajs-3058 136 8 , , PUNCT iajs-3058 136 9 the the DET iajs-3058 136 10 unlabeled unlabele VERB iajs-3058 136 11 dataset dataset NOUN iajs-3058 136 12 will will AUX iajs-3058 136 13 be be AUX iajs-3058 136 14 entered enter VERB iajs-3058 136 15 to to PART iajs-3058 136 16 evaluate evaluate VERB iajs-3058 136 17 the the DET iajs-3058 136 18 model model NOUN iajs-3058 136 19 using use VERB iajs-3058 136 20 a a DET iajs-3058 136 21 confusion confusion NOUN iajs-3058 136 22 matrix matrix NOUN iajs-3058 136 23 to to PART iajs-3058 136 24 determine determine VERB iajs-3058 136 25 the the DET iajs-3058 136 26 coding code VERB iajs-3058 136 27 algorithm.1,000 algorithm.1,000 NUM iajs-3058 136 28 samples sample NOUN iajs-3058 136 29 were be AUX iajs-3058 136 30 randomly randomly ADV iajs-3058 136 31 chosen choose VERB iajs-3058 136 32 from from ADP iajs-3058 136 33 a a DET iajs-3058 136 34 selection selection NOUN iajs-3058 136 35 of of ADP iajs-3058 136 36 45,133 45,133 NUM iajs-3058 136 37 samples sample NOUN iajs-3058 136 38 for for ADP iajs-3058 136 39 this this DET iajs-3058 136 40 study study NOUN iajs-3058 136 41 . . PUNCT iajs-3058 137 1 the the DET iajs-3058 137 2 unlabeled unlabele VERB iajs-3058 137 3 dataset dataset NOUN iajs-3058 137 4 will will AUX iajs-3058 137 5 be be AUX iajs-3058 137 6 entered enter VERB iajs-3058 137 7 after after SCONJ iajs-3058 137 8 the the DET iajs-3058 137 9 model model NOUN iajs-3058 137 10 has have AUX iajs-3058 137 11 been be AUX iajs-3058 137 12 trained train VERB iajs-3058 137 13 and and CCONJ iajs-3058 137 14 tested test VERB iajs-3058 137 15 . . PUNCT iajs-3058 138 1 the the DET iajs-3058 138 2 model model NOUN iajs-3058 138 3 can can AUX iajs-3058 138 4 be be AUX iajs-3058 138 5 assessed assess VERB iajs-3058 138 6 using use VERB iajs-3058 138 7 the the DET iajs-3058 138 8 confusion confusion NOUN iajs-3058 138 9 matrix matrix NOUN iajs-3058 138 10 to to PART iajs-3058 138 11 identify identify VERB iajs-3058 138 12 and and CCONJ iajs-3058 138 13 analyze analyze VERB iajs-3058 138 14 the the DET iajs-3058 138 15 cryptographic cryptographic ADJ iajs-3058 138 16 technique technique NOUN iajs-3058 138 17 . . PUNCT iajs-3058 139 1 4.2.system 4.2.system NUM iajs-3058 139 2 model model NOUN iajs-3058 139 3 the the DET iajs-3058 139 4 deep deep ADJ iajs-3058 139 5 learning learning NOUN iajs-3058 139 6 algorithm algorithm NOUN iajs-3058 139 7 fully fully ADV iajs-3058 139 8 connected connect VERB iajs-3058 139 9 neural neural ADJ iajs-3058 139 10 network network NOUN iajs-3058 139 11 ( ( PUNCT iajs-3058 139 12 fcnn fcnn PROPN iajs-3058 139 13 ) ) PUNCT iajs-3058 139 14 was be AUX iajs-3058 139 15 applied apply VERB iajs-3058 139 16 . . PUNCT iajs-3058 140 1 preparing prepare VERB iajs-3058 140 2 encrypted encrypt VERB iajs-3058 140 3 data datum NOUN iajs-3058 140 4 for for ADP iajs-3058 140 5 the the DET iajs-3058 140 6 fully fully ADV iajs-3058 140 7 connected connected ADJ iajs-3058 140 8 neural neural ADJ iajs-3058 140 9 network network NOUN iajs-3058 140 10 model model NOUN iajs-3058 140 11 's 's PART iajs-3058 140 12 training training NOUN iajs-3058 140 13 , , PUNCT iajs-3058 140 14 cross cross NOUN iajs-3058 140 15 - - NOUN iajs-3058 140 16 validation validation ADJ iajs-3058 140 17 , , PUNCT iajs-3058 140 18 and and CCONJ iajs-3058 140 19 testing testing NOUN iajs-3058 140 20 was be AUX iajs-3058 140 21 the the DET iajs-3058 140 22 first first ADJ iajs-3058 140 23 step step NOUN iajs-3058 140 24 in in ADP iajs-3058 140 25 the the DET iajs-3058 140 26 experiment experiment NOUN iajs-3058 140 27 . . PUNCT iajs-3058 141 1 then then ADV iajs-3058 141 2 , , PUNCT iajs-3058 141 3 the the DET iajs-3058 141 4 forms form NOUN iajs-3058 141 5 were be AUX iajs-3058 141 6 evaluated evaluate VERB iajs-3058 141 7 using use VERB iajs-3058 141 8 a a DET iajs-3058 141 9 set set NOUN iajs-3058 141 10 of of ADP iajs-3058 141 11 accurate accurate ADJ iajs-3058 141 12 measurements measurement NOUN iajs-3058 141 13 . . PUNCT iajs-3058 142 1 in in ADP iajs-3058 142 2 fully fully ADV iajs-3058 142 3 connected connect VERB iajs-3058 142 4 neural neural ADJ iajs-3058 142 5 network network NOUN iajs-3058 142 6 model model NOUN iajs-3058 142 7 using use VERB iajs-3058 142 8 the the DET iajs-3058 142 9 activation activation NOUN iajs-3058 142 10 function function NOUN iajs-3058 142 11 softmax softmax NOUN iajs-3058 142 12 . . PUNCT iajs-3058 143 1 when when SCONJ iajs-3058 143 2 applying apply VERB iajs-3058 143 3 fcnn fcnn NOUN iajs-3058 143 4 to to ADP iajs-3058 143 5 classification classification NOUN iajs-3058 143 6 issues issue NOUN iajs-3058 143 7 , , PUNCT iajs-3058 143 8 some some DET iajs-3058 143 9 common common ADJ iajs-3058 143 10 model model NOUN iajs-3058 143 11 parameters parameter NOUN iajs-3058 143 12 can can AUX iajs-3058 143 13 be be AUX iajs-3058 143 14 changed change VERB iajs-3058 143 15 . . PUNCT iajs-3058 144 1 this this PRON iajs-3058 144 2 includes include VERB iajs-3058 144 3 the the DET iajs-3058 144 4 number number NOUN iajs-3058 144 5 of of ADP iajs-3058 144 6 layers layer NOUN iajs-3058 144 7 and and CCONJ iajs-3058 144 8 adjusting adjust VERB iajs-3058 144 9 the the DET iajs-3058 144 10 weights weight NOUN iajs-3058 144 11 . . PUNCT iajs-3058 145 1 to to PART iajs-3058 145 2 maximize maximize VERB iajs-3058 145 3 form form NOUN iajs-3058 145 4 development development NOUN iajs-3058 145 5 , , PUNCT iajs-3058 145 6 the the DET iajs-3058 145 7 learning learning NOUN iajs-3058 145 8 rate rate NOUN iajs-3058 145 9 could could AUX iajs-3058 145 10 also also ADV iajs-3058 145 11 be be AUX iajs-3058 145 12 modified modify VERB iajs-3058 145 13 during during ADP iajs-3058 145 14 the the DET iajs-3058 145 15 training training NOUN iajs-3058 145 16 phase phase NOUN iajs-3058 145 17 . . PUNCT iajs-3058 146 1 these these PRON iajs-3058 146 2 were be AUX iajs-3058 146 3 modified modify VERB iajs-3058 146 4 as as ADP iajs-3058 146 5 part part NOUN iajs-3058 146 6 of of ADP iajs-3058 146 7 the the DET iajs-3058 146 8 experiment experiment NOUN iajs-3058 146 9 design design NOUN iajs-3058 146 10 and and CCONJ iajs-3058 146 11 model model NOUN iajs-3058 146 12 optimization optimization NOUN iajs-3058 146 13 . . PUNCT iajs-3058 147 1 however however ADV iajs-3058 147 2 , , PUNCT iajs-3058 147 3 the the DET iajs-3058 147 4 depth depth NOUN iajs-3058 147 5 of of ADP iajs-3058 147 6 the the DET iajs-3058 147 7 forms form NOUN iajs-3058 147 8 was be AUX iajs-3058 147 9 modified modify VERB iajs-3058 147 10 or or CCONJ iajs-3058 147 11 , , PUNCT iajs-3058 147 12 more more ADV iajs-3058 147 13 precisely precisely ADV iajs-3058 147 14 , , PUNCT iajs-3058 147 15 raised raise VERB iajs-3058 147 16 to to PART iajs-3058 147 17 assess assess VERB iajs-3058 147 18 the the DET iajs-3058 147 19 efficacy efficacy NOUN iajs-3058 147 20 of of ADP iajs-3058 147 21 deeper deep ADJ iajs-3058 147 22 forms form NOUN iajs-3058 147 23 because because SCONJ iajs-3058 147 24 one one NUM iajs-3058 147 25 of of ADP iajs-3058 147 26 the the DET iajs-3058 147 27 research research NOUN iajs-3058 147 28 hypotheses hypothesis NOUN iajs-3058 147 29 is be AUX iajs-3058 147 30 to to PART iajs-3058 147 31 investigate investigate VERB iajs-3058 147 32 the the DET iajs-3058 147 33 effects effect NOUN iajs-3058 147 34 of of ADP iajs-3058 147 35 deep deep ADJ iajs-3058 147 36 learning learning NOUN iajs-3058 147 37 algorithm algorithm NOUN iajs-3058 147 38 depth depth NOUN iajs-3058 147 39 on on ADP iajs-3058 147 40 this this DET iajs-3058 147 41 classification classification NOUN iajs-3058 147 42 problem problem NOUN iajs-3058 147 43 . . PUNCT iajs-3058 148 1 deep deep ADJ iajs-3058 148 2 architecture architecture NOUN iajs-3058 148 3 is be AUX iajs-3058 148 4 the the DET iajs-3058 148 5 essential essential ADJ iajs-3058 148 6 fcnn fcnn ADJ iajs-3058 148 7 characteristic characteristic ADJ iajs-3058 148 8 . . PUNCT iajs-3058 149 1 other other ADJ iajs-3058 149 2 recent recent ADJ iajs-3058 149 3 studies study NOUN iajs-3058 149 4 show show VERB iajs-3058 149 5 that that SCONJ iajs-3058 149 6 the the PRON iajs-3058 149 7 more more ADV iajs-3058 149 8 profound profound ADJ iajs-3058 149 9 the the DET iajs-3058 149 10 layers layer NOUN iajs-3058 149 11 , , PUNCT iajs-3058 149 12 the the PRON iajs-3058 149 13 better well ADJ iajs-3058 149 14 the the DET iajs-3058 149 15 algorithms algorithm NOUN iajs-3058 149 16 detect detect VERB iajs-3058 149 17 minor minor ADJ iajs-3058 149 18 patterns pattern NOUN iajs-3058 149 19 in in ADP iajs-3058 149 20 encrypted encrypt VERB iajs-3058 149 21 data datum NOUN iajs-3058 149 22 . . PUNCT iajs-3058 150 1 the the DET iajs-3058 150 2 number number NOUN iajs-3058 150 3 of of ADP iajs-3058 150 4 hidden hidden ADJ iajs-3058 150 5 layers layer NOUN iajs-3058 150 6 also also ADV iajs-3058 150 7 increases increase VERB iajs-3058 150 8 as as ADP iajs-3058 150 9 training training NOUN iajs-3058 150 10 rounds round NOUN iajs-3058 150 11 . . PUNCT iajs-3058 151 1 each each DET iajs-3058 151 2 model model NOUN iajs-3058 151 3 was be AUX iajs-3058 151 4 trained train VERB iajs-3058 151 5 over over ADP iajs-3058 151 6 100 100 NUM iajs-3058 151 7 epochs epoch NOUN iajs-3058 151 8 and and CCONJ iajs-3058 151 9 1000 1000 NUM iajs-3058 151 10 samples sample NOUN iajs-3058 151 11 . . PUNCT iajs-3058 152 1 the the DET iajs-3058 152 2 limited limited ADJ iajs-3058 152 3 research research NOUN iajs-3058 152 4 resources resource NOUN iajs-3058 152 5 available available ADJ iajs-3058 152 6 and and CCONJ iajs-3058 152 7 the the DET iajs-3058 152 8 lengthy lengthy ADJ iajs-3058 152 9 training training NOUN iajs-3058 152 10 period period NOUN iajs-3058 152 11 were be AUX iajs-3058 152 12 the the DET iajs-3058 152 13 main main ADJ iajs-3058 152 14 reasons reason NOUN iajs-3058 152 15 for for ADP iajs-3058 152 16 the the DET iajs-3058 152 17 short short ADJ iajs-3058 152 18 training training NOUN iajs-3058 152 19 cycle cycle NOUN iajs-3058 152 20 . . PUNCT iajs-3058 153 1 the the DET iajs-3058 153 2 validation validation NOUN iajs-3058 153 3 loss loss NOUN iajs-3058 153 4 and and CCONJ iajs-3058 153 5 accuracy accuracy NOUN iajs-3058 153 6 reach reach VERB iajs-3058 153 7 saturation saturation NOUN iajs-3058 153 8 by by ADP iajs-3058 153 9 the the DET iajs-3058 153 10 middle middle NOUN iajs-3058 153 11 of of ADP iajs-3058 153 12 the the DET iajs-3058 153 13 training training NOUN iajs-3058 153 14 stage stage NOUN iajs-3058 153 15 , , PUNCT iajs-3058 153 16 where where SCONJ iajs-3058 153 17 the the DET iajs-3058 153 18 following follow VERB iajs-3058 153 19 training training NOUN iajs-3058 153 20 visualization visualization NOUN iajs-3058 153 21 group group NOUN iajs-3058 153 22 demonstrates demonstrate VERB iajs-3058 153 23 that that SCONJ iajs-3058 153 24 the the DET iajs-3058 153 25 training training NOUN iajs-3058 153 26 epochs epoch NOUN iajs-3058 153 27 are be AUX iajs-3058 153 28 adequate adequate ADJ iajs-3058 153 29 . . PUNCT iajs-3058 154 1 the the DET iajs-3058 154 2 form form NOUN iajs-3058 154 3 responded respond VERB iajs-3058 154 4 fast fast ADV iajs-3058 154 5 to to ADP iajs-3058 154 6 the the DET iajs-3058 154 7 training training NOUN iajs-3058 154 8 dataset dataset VERB iajs-3058 154 9 due due ADP iajs-3058 154 10 to to ADP iajs-3058 154 11 the the DET iajs-3058 154 12 pre pre ADJ iajs-3058 154 13 - - ADJ iajs-3058 154 14 training training ADJ iajs-3058 154 15 model model NOUN iajs-3058 154 16 setup setup NOUN iajs-3058 154 17 . . PUNCT iajs-3058 155 1 as as SCONJ iajs-3058 155 2 illustrated illustrate VERB iajs-3058 155 3 in in ADP iajs-3058 155 4 figure figure NOUN iajs-3058 155 5 5 5 NUM iajs-3058 155 6 , , PUNCT iajs-3058 155 7 the the DET iajs-3058 155 8 data datum NOUN iajs-3058 155 9 is be AUX iajs-3058 155 10 preprocessed preprocesse VERB iajs-3058 155 11 before before ADP iajs-3058 155 12 being be AUX iajs-3058 155 13 utilized utilize VERB iajs-3058 155 14 for for ADP iajs-3058 155 15 training train VERB iajs-3058 155 16 the the DET iajs-3058 155 17 fcnn fcnn ADJ iajs-3058 155 18 network network NOUN iajs-3058 155 19 . . PUNCT iajs-3058 156 1 the the DET iajs-3058 156 2 feature feature NOUN iajs-3058 156 3 information information NOUN iajs-3058 156 4 retrieved retrieve VERB iajs-3058 156 5 by by ADP iajs-3058 156 6 fcnn fcnn PROPN iajs-3058 156 7 , , PUNCT iajs-3058 156 8 as as ADV iajs-3058 156 9 well well ADV iajs-3058 156 10 as as ADP iajs-3058 156 11 the the DET iajs-3058 156 12 fcnn fcnn ADJ iajs-3058 156 13 outputs output NOUN iajs-3058 156 14 , , PUNCT iajs-3058 156 15 are be AUX iajs-3058 156 16 then then ADV iajs-3058 156 17 classified classify VERB iajs-3058 156 18 by by ADP iajs-3058 156 19 softmax softmax NOUN iajs-3058 156 20 . . PUNCT iajs-3058 157 1 ihjpas ihjpas PROPN iajs-3058 157 2 . . PUNCT iajs-3058 158 1 36(1)2023 36(1)2023 NUM iajs-3058 158 2 421 421 NUM iajs-3058 158 3 figure figure NOUN iajs-3058 158 4 5 5 NUM iajs-3058 158 5 . . PUNCT iajs-3058 158 6 structure structure NOUN iajs-3058 158 7 diagram diagram NOUN iajs-3058 158 8 fully fully ADV iajs-3058 158 9 connected connect VERB iajs-3058 158 10 neural neural ADJ iajs-3058 158 11 networks network NOUN iajs-3058 158 12 ( ( PUNCT iajs-3058 158 13 fcnns fcnn NOUN iajs-3058 158 14 ) ) PUNCT iajs-3058 158 15 aes aes PROPN iajs-3058 158 16 , , PUNCT iajs-3058 158 17 3des 3des PROPN iajs-3058 158 18 , , PUNCT iajs-3058 158 19 and and CCONJ iajs-3058 158 20 blowfish blowfish ADJ iajs-3058 158 21 are be AUX iajs-3058 158 22 three three NUM iajs-3058 158 23 encryption encryption NOUN iajs-3058 158 24 algorithms algorithm NOUN iajs-3058 158 25 that that PRON iajs-3058 158 26 cooperate cooperate VERB iajs-3058 158 27 with with ADP iajs-3058 158 28 the the DET iajs-3058 158 29 block block NOUN iajs-3058 158 30 cipher cipher ADJ iajs-3058 158 31 modes mode NOUN iajs-3058 158 32 of of ADP iajs-3058 158 33 the the DET iajs-3058 158 34 process process NOUN iajs-3058 158 35 cipher cipher ADJ iajs-3058 158 36 algorithms algorithm NOUN iajs-3058 158 37 . . PUNCT iajs-3058 159 1 in in ADP iajs-3058 159 2 this this DET iajs-3058 159 3 study study NOUN iajs-3058 159 4 , , PUNCT iajs-3058 159 5 we we PRON iajs-3058 159 6 explore explore VERB iajs-3058 159 7 the the DET iajs-3058 159 8 cryptographic cryptographic ADJ iajs-3058 159 9 cipher cipher ADJ iajs-3058 159 10 blockchain blockchain PROPN iajs-3058 159 11 mode mode PROPN iajs-3058 159 12 ( ( PUNCT iajs-3058 159 13 cbc cbc PROPN iajs-3058 159 14 ) ) PUNCT iajs-3058 159 15 and and CCONJ iajs-3058 159 16 electronic electronic ADJ iajs-3058 159 17 cipher cipher ADJ iajs-3058 159 18 book book NOUN iajs-3058 159 19 mode mode NOUN iajs-3058 159 20 ( ( PUNCT iajs-3058 159 21 ecb ecb NOUN iajs-3058 159 22 ) ) PUNCT iajs-3058 159 23 using use VERB iajs-3058 159 24 the the DET iajs-3058 159 25 same same ADJ iajs-3058 159 26 encryption encryption NOUN iajs-3058 159 27 key key NOUN iajs-3058 159 28 . . PUNCT iajs-3058 160 1 our our PRON iajs-3058 160 2 detection detection NOUN iajs-3058 160 3 algorithm algorithm NOUN iajs-3058 160 4 is be AUX iajs-3058 160 5 also also ADV iajs-3058 160 6 built build VERB iajs-3058 160 7 using use VERB iajs-3058 160 8 fully fully ADV iajs-3058 160 9 connected connect VERB iajs-3058 160 10 neural neural ADJ iajs-3058 160 11 network network NOUN iajs-3058 160 12 ( ( PUNCT iajs-3058 160 13 fcnn fcnn ADJ iajs-3058 160 14 ) ) PUNCT iajs-3058 160 15 technology technology NOUN iajs-3058 160 16 , , PUNCT iajs-3058 160 17 a a DET iajs-3058 160 18 deep deep ADJ iajs-3058 160 19 learning learning NOUN iajs-3058 160 20 technique technique NOUN iajs-3058 160 21 . . PUNCT iajs-3058 161 1 we we PRON iajs-3058 161 2 must must AUX iajs-3058 161 3 first first ADV iajs-3058 161 4 utilize utilize VERB iajs-3058 161 5 the the DET iajs-3058 161 6 model model NOUN iajs-3058 161 7 to to PART iajs-3058 161 8 extract extract VERB iajs-3058 161 9 each each DET iajs-3058 161 10 ciphertext ciphertext NOUN iajs-3058 161 11 's 's PART iajs-3058 161 12 feature feature NOUN iajs-3058 161 13 . . PUNCT iajs-3058 162 1 once once SCONJ iajs-3058 162 2 the the DET iajs-3058 162 3 ciphertext ciphertext NOUN iajs-3058 162 4 has have AUX iajs-3058 162 5 been be AUX iajs-3058 162 6 entered enter VERB iajs-3058 162 7 into into ADP iajs-3058 162 8 the the DET iajs-3058 162 9 identification identification NOUN iajs-3058 162 10 form form NOUN iajs-3058 162 11 , , PUNCT iajs-3058 162 12 it it PRON iajs-3058 162 13 is be AUX iajs-3058 162 14 feasible feasible ADJ iajs-3058 162 15 to to PART iajs-3058 162 16 choose choose VERB iajs-3058 162 17 the the DET iajs-3058 162 18 proper proper ADJ iajs-3058 162 19 encryption encryption NOUN iajs-3058 162 20 algorithm algorithm NOUN iajs-3058 162 21 . . PUNCT iajs-3058 163 1 the the DET iajs-3058 163 2 results result NOUN iajs-3058 163 3 show show VERB iajs-3058 163 4 that that SCONJ iajs-3058 163 5 performance performance NOUN iajs-3058 163 6 is be AUX iajs-3058 163 7 good good ADJ iajs-3058 163 8 when when SCONJ iajs-3058 163 9 utilizing utilize VERB iajs-3058 163 10 the the DET iajs-3058 163 11 same same ADJ iajs-3058 163 12 key key NOUN iajs-3058 163 13 in in ADP iajs-3058 163 14 cipher cipher ADJ iajs-3058 163 15 using use VERB iajs-3058 163 16 the the DET iajs-3058 163 17 proposed propose VERB iajs-3058 163 18 method method NOUN iajs-3058 163 19 in in ADP iajs-3058 163 20 the the DET iajs-3058 163 21 diagnostic diagnostic ADJ iajs-3058 163 22 and and CCONJ iajs-3058 163 23 analysis analysis NOUN iajs-3058 163 24 of of ADP iajs-3058 163 25 symmetric symmetric ADJ iajs-3058 163 26 key key ADJ iajs-3058 163 27 cryptosystems cryptosystem NOUN iajs-3058 163 28 . . PUNCT iajs-3058 164 1 it it PRON iajs-3058 164 2 indicates indicate VERB iajs-3058 164 3 that that SCONJ iajs-3058 164 4 the the DET iajs-3058 164 5 suggested suggest VERB iajs-3058 164 6 approach approach NOUN iajs-3058 164 7 produces produce VERB iajs-3058 164 8 good good ADJ iajs-3058 164 9 results result NOUN iajs-3058 164 10 . . PUNCT iajs-3058 165 1 regular regular ADJ iajs-3058 165 2 fully fully ADV iajs-3058 165 3 connected connect VERB iajs-3058 165 4 neural neural ADJ iajs-3058 165 5 networks network NOUN iajs-3058 165 6 model model NOUN iajs-3058 165 7 will will AUX iajs-3058 165 8 build build VERB iajs-3058 165 9 a a DET iajs-3058 165 10 dense dense ADJ iajs-3058 165 11 fcnn fcnn NOUN iajs-3058 165 12 of of ADP iajs-3058 165 13 n n DET iajs-3058 165 14 layers layer NOUN iajs-3058 165 15 . . PUNCT iajs-3058 166 1 the the DET iajs-3058 166 2 model model NOUN iajs-3058 166 3 workflow workflow NOUN iajs-3058 166 4 is be AUX iajs-3058 166 5 shown show VERB iajs-3058 166 6 in in ADP iajs-3058 166 7 algorithm algorithm NOUN iajs-3058 166 8 1 1 NUM iajs-3058 166 9 . . PUNCT iajs-3058 167 1 its its PRON iajs-3058 167 2 structure structure NOUN iajs-3058 167 3 will will AUX iajs-3058 167 4 consist consist VERB iajs-3058 167 5 of of ADP iajs-3058 167 6 5 5 NUM iajs-3058 167 7 hidden hidden ADJ iajs-3058 167 8 layers layer NOUN iajs-3058 167 9 , , PUNCT iajs-3058 167 10 each each DET iajs-3058 167 11 layer layer NOUN iajs-3058 167 12 consisting consist VERB iajs-3058 167 13 of of ADP iajs-3058 167 14 128 128 NUM iajs-3058 167 15 neurons neuron NOUN iajs-3058 167 16 , , PUNCT iajs-3058 167 17 hidden hide VERB iajs-3058 167 18 layers layer NOUN iajs-3058 167 19 activation activation NOUN iajs-3058 167 20 relu relu NOUN iajs-3058 167 21 except except SCONJ iajs-3058 167 22 for for ADP iajs-3058 167 23 the the DET iajs-3058 167 24 output output NOUN iajs-3058 167 25 layer layer NOUN iajs-3058 167 26 , , PUNCT iajs-3058 167 27 which which PRON iajs-3058 167 28 consists consist VERB iajs-3058 167 29 of of ADP iajs-3058 167 30 two two NUM iajs-3058 167 31 classifiers classifier NOUN iajs-3058 167 32 and and CCONJ iajs-3058 167 33 used use VERB iajs-3058 167 34 activations activation NOUN iajs-3058 167 35 softmax softmax NOUN iajs-3058 167 36 , , PUNCT iajs-3058 167 37 as as SCONJ iajs-3058 167 38 displayed display VERB iajs-3058 167 39 in in ADP iajs-3058 167 40 figure figure NOUN iajs-3058 167 41 6 6 NUM iajs-3058 167 42 and and CCONJ iajs-3058 167 43 algorithm algorithm PROPN iajs-3058 167 44 1 1 NUM iajs-3058 167 45 . . PUNCT iajs-3058 168 1 figure figure VERB iajs-3058 168 2 6 6 NUM iajs-3058 168 3 . . PUNCT iajs-3058 168 4 structure structure PROPN iajs-3058 168 5 fcnn fcnn PROPN iajs-3058 168 6 model model PROPN iajs-3058 168 7 . . PUNCT iajs-3058 169 1 algorithm algorithm NOUN iajs-3058 169 2 1 1 NUM iajs-3058 169 3 : : PUNCT iajs-3058 169 4 diagnosis diagnosis NOUN iajs-3058 169 5 and and CCONJ iajs-3058 169 6 analysis analysis NOUN iajs-3058 169 7 for for ADP iajs-3058 169 8 symmetric symmetric ADJ iajs-3058 169 9 key key ADJ iajs-3058 169 10 cryptosystem cryptosystem NOUN iajs-3058 169 11 input input PROPN iajs-3058 169 12 dnn dnn PROPN iajs-3058 169 13 algorithm algorithm NOUN iajs-3058 169 14 , , PUNCT iajs-3058 169 15 encryption encryption NOUN iajs-3058 169 16 algorithm algorithm NOUN iajs-3058 169 17 1 1 NUM iajs-3058 169 18 and and CCONJ iajs-3058 169 19 encryption encryption NOUN iajs-3058 169 20 algorithm algorithm NOUN iajs-3058 169 21 2 2 NUM iajs-3058 169 22 output output NOUN iajs-3058 169 23 metrices metrice NOUN iajs-3058 169 24 and and CCONJ iajs-3058 169 25 confusion confusion NOUN iajs-3058 169 26 matrix matrix NOUN iajs-3058 169 27 . . PUNCT iajs-3058 170 1 step step NOUN iajs-3058 170 2 1 1 NUM iajs-3058 170 3 fcnn fcnn NOUN iajs-3058 170 4 algorithm algorithm NOUN iajs-3058 170 5 type type NOUN iajs-3058 170 6 , , PUNCT iajs-3058 170 7 encryption encryption NOUN iajs-3058 170 8 algorithm algorithm NOUN iajs-3058 170 9 1 1 NUM iajs-3058 170 10 and and CCONJ iajs-3058 170 11 encryption encryption NOUN iajs-3058 170 12 algorithm algorithm NOUN iajs-3058 170 13 2 2 NUM iajs-3058 170 14 , , PUNCT iajs-3058 170 15 get get VERB iajs-3058 170 16 data datum NOUN iajs-3058 170 17 from from ADP iajs-3058 170 18 the the DET iajs-3058 170 19 dataset dataset NOUN iajs-3058 170 20 . . PUNCT iajs-3058 171 1 step step NOUN iajs-3058 171 2 2 2 NUM iajs-3058 171 3 generate generate VERB iajs-3058 171 4 random random ADJ iajs-3058 171 5 plaintext plaintext NOUN iajs-3058 171 6 ( ( PUNCT iajs-3058 171 7 paragraph paragraph NOUN iajs-3058 171 8 ) ) PUNCT iajs-3058 171 9 1000 1000 NUM iajs-3058 171 10 to to ADP iajs-3058 171 11 3000 3000 NUM iajs-3058 171 12 . . PUNCT iajs-3058 172 1 step step NOUN iajs-3058 172 2 3 3 NUM iajs-3058 172 3 generate generate VERB iajs-3058 172 4 cipher cipher ADJ iajs-3058 172 5 from from ADP iajs-3058 172 6 plaintext plaintext NOUN iajs-3058 172 7 for for ADP iajs-3058 172 8 two two NUM iajs-3058 172 9 crypto crypto NOUN iajs-3058 172 10 algorithms algorithm NOUN iajs-3058 172 11 at at ADP iajs-3058 172 12 the the DET iajs-3058 172 13 same same ADJ iajs-3058 172 14 time time NOUN iajs-3058 172 15 by by ADP iajs-3058 172 16 using use VERB iajs-3058 172 17 the the DET iajs-3058 172 18 same same ADJ iajs-3058 172 19 key key NOUN iajs-3058 172 20 , , PUNCT iajs-3058 172 21 different different ADJ iajs-3058 172 22 key key NOUN iajs-3058 172 23 . . PUNCT iajs-3058 173 1 step step NOUN iajs-3058 173 2 4 4 NUM iajs-3058 173 3 get get VERB iajs-3058 173 4 cipher cipher ADJ iajs-3058 173 5 text text NOUN iajs-3058 173 6 generated generate VERB iajs-3058 173 7 ( ( PUNCT iajs-3058 173 8 en1+en2 en1+en2 NUM iajs-3058 173 9 ) ) PUNCT iajs-3058 173 10 , , PUNCT iajs-3058 173 11 number number NOUN iajs-3058 173 12 of of ADP iajs-3058 173 13 trains train NOUN iajs-3058 173 14 ( ( PUNCT iajs-3058 173 15 epoch epoch NOUN iajs-3058 173 16 ) ) PUNCT iajs-3058 173 17 50 50 NUM iajs-3058 173 18 , , PUNCT iajs-3058 173 19 number number NOUN iajs-3058 173 20 of of ADP iajs-3058 173 21 steps step NOUN iajs-3058 173 22 in in ADP iajs-3058 173 23 each each DET iajs-3058 173 24 train train NOUN iajs-3058 173 25 ( ( PUNCT iajs-3058 173 26 iteration iteration NOUN iajs-3058 173 27 ) ) PUNCT iajs-3058 173 28 100 100 NUM iajs-3058 173 29 , , PUNCT iajs-3058 173 30 step step VERB iajs-3058 173 31 5 5 NUM iajs-3058 173 32 get get VERB iajs-3058 173 33 cipher cipher ADJ iajs-3058 173 34 from from ADP iajs-3058 173 35 dataset dataset NOUN iajs-3058 173 36 for for ADP iajs-3058 173 37 test test NOUN iajs-3058 173 38 step step NOUN iajs-3058 173 39 6 6 NUM iajs-3058 173 40 evaluate evaluate VERB iajs-3058 173 41 trained train VERB iajs-3058 173 42 test test NOUN iajs-3058 173 43 results result NOUN iajs-3058 173 44 step step VERB iajs-3058 173 45 7 7 NUM iajs-3058 173 46 optimized optimize VERB iajs-3058 173 47 results result NOUN iajs-3058 173 48 step step VERB iajs-3058 173 49 8 8 NUM iajs-3058 173 50 show show NOUN iajs-3058 173 51 final final ADJ iajs-3058 173 52 results result NOUN iajs-3058 173 53 step step VERB iajs-3058 173 54 9 9 NUM iajs-3058 173 55 end end NOUN iajs-3058 173 56 ihjpas ihjpa NOUN iajs-3058 173 57 . . PUNCT iajs-3058 174 1 36(1)2023 36(1)2023 NUM iajs-3058 174 2 422 422 NUM iajs-3058 174 3 5 5 NUM iajs-3058 174 4 . . PUNCT iajs-3058 174 5 evaluation evaluation NOUN iajs-3058 174 6 the the DET iajs-3058 174 7 trained train VERB iajs-3058 174 8 models model NOUN iajs-3058 174 9 were be AUX iajs-3058 174 10 evaluated evaluate VERB iajs-3058 174 11 or or CCONJ iajs-3058 174 12 tested test VERB iajs-3058 174 13 using use VERB iajs-3058 174 14 a a DET iajs-3058 174 15 test test NOUN iajs-3058 174 16 data datum NOUN iajs-3058 174 17 set set VERB iajs-3058 174 18 that that PRON iajs-3058 174 19 used use VERB iajs-3058 174 20 a a DET iajs-3058 174 21 confusion confusion NOUN iajs-3058 174 22 matrix matrix NOUN iajs-3058 174 23 , , PUNCT iajs-3058 174 24 the the DET iajs-3058 174 25 same same ADJ iajs-3058 174 26 set set NOUN iajs-3058 174 27 of of ADP iajs-3058 174 28 cryptographic cryptographic ADJ iajs-3058 174 29 algorithms algorithm NOUN iajs-3058 174 30 that that PRON iajs-3058 174 31 will will AUX iajs-3058 174 32 use use VERB iajs-3058 174 33 the the DET iajs-3058 174 34 same same ADJ iajs-3058 174 35 key key NOUN iajs-3058 174 36 at at ADP iajs-3058 174 37 random random ADJ iajs-3058 174 38 . . PUNCT iajs-3058 175 1 furthermore furthermore ADV iajs-3058 175 2 , , PUNCT iajs-3058 175 3 it it PRON iajs-3058 175 4 will will AUX iajs-3058 175 5 be be AUX iajs-3058 175 6 used use VERB iajs-3058 175 7 with with ADP iajs-3058 175 8 block block NOUN iajs-3058 175 9 cipher cipher ADJ iajs-3058 175 10 modes mode NOUN iajs-3058 175 11 of of ADP iajs-3058 175 12 operation operation NOUN iajs-3058 175 13 used use VERB iajs-3058 175 14 in in ADP iajs-3058 175 15 cryptography cryptography NOUN iajs-3058 175 16 , , PUNCT iajs-3058 175 17 including include VERB iajs-3058 175 18 the the DET iajs-3058 175 19 cipher cipher ADJ iajs-3058 175 20 block block NOUN iajs-3058 175 21 chaining chain VERB iajs-3058 175 22 ( ( PUNCT iajs-3058 175 23 cbc cbc PROPN iajs-3058 175 24 ) ) PUNCT iajs-3058 175 25 mode mode NOUN iajs-3058 175 26 and and CCONJ iajs-3058 175 27 electronic electronic ADJ iajs-3058 175 28 codebook codebook NOUN iajs-3058 175 29 ( ( PUNCT iajs-3058 175 30 ecb ecb NOUN iajs-3058 175 31 ) ) PUNCT iajs-3058 175 32 mode mode NOUN iajs-3058 175 33 . . PUNCT iajs-3058 176 1 the the DET iajs-3058 176 2 evaluation evaluation NOUN iajs-3058 176 3 was be AUX iajs-3058 176 4 carried carry VERB iajs-3058 176 5 out out ADP iajs-3058 176 6 using use VERB iajs-3058 176 7 three three NUM iajs-3058 176 8 different different ADJ iajs-3058 176 9 encryption encryption NOUN iajs-3058 176 10 systems system NOUN iajs-3058 176 11 . . PUNCT iajs-3058 177 1 the the DET iajs-3058 177 2 comparison comparison NOUN iajs-3058 177 3 list list NOUN iajs-3058 177 4 used use VERB iajs-3058 177 5 in in ADP iajs-3058 177 6 the the DET iajs-3058 177 7 test test NOUN iajs-3058 177 8 is be AUX iajs-3058 177 9 shown show VERB iajs-3058 177 10 in in ADP iajs-3058 177 11 table1 table1 PROPN iajs-3058 177 12 . . PUNCT iajs-3058 178 1 table table NOUN iajs-3058 178 2 1 1 NUM iajs-3058 178 3 .the .the DET iajs-3058 178 4 test test NOUN iajs-3058 178 5 's 's PART iajs-3058 178 6 comparability comparability NOUN iajs-3058 178 7 list list NOUN iajs-3058 178 8 cipher cipher ADJ iajs-3058 178 9 block block NOUN iajs-3058 178 10 chaining chain VERB iajs-3058 178 11 ( ( PUNCT iajs-3058 178 12 cbc cbc PROPN iajs-3058 178 13 ) ) PUNCT iajs-3058 178 14 mode mode NOUN iajs-3058 178 15 electronic electronic ADJ iajs-3058 178 16 codebook codebook NOUN iajs-3058 178 17 ( ( PUNCT iajs-3058 178 18 ecb ecb NOUN iajs-3058 178 19 ) ) PUNCT iajs-3058 178 20 mode mode NOUN iajs-3058 178 21 blowfish blowfish ADJ iajs-3058 178 22 or or CCONJ iajs-3058 178 23 _ _ PRON iajs-3058 178 24 aes aes NOUN iajs-3058 178 25 _ _ PUNCT iajs-3058 178 26 cipher cipher ADJ iajs-3058 178 27 same same ADJ iajs-3058 178 28 key key ADJ iajs-3058 178 29 blowfish_or_3des_cipher blowfish_or_3des_cipher ADJ iajs-3058 178 30 same same ADJ iajs-3058 178 31 key key NOUN iajs-3058 178 32 a a DET iajs-3058 178 33 confusion confusion NOUN iajs-3058 178 34 matrix matrix NOUN iajs-3058 178 35 can can AUX iajs-3058 178 36 be be AUX iajs-3058 178 37 utilized utilize VERB iajs-3058 178 38 to to PART iajs-3058 178 39 test test VERB iajs-3058 178 40 how how SCONJ iajs-3058 178 41 successfully successfully ADV iajs-3058 178 42 classification classification NOUN iajs-3058 178 43 algorithms algorithm NOUN iajs-3058 178 44 can can AUX iajs-3058 178 45 analyze analyze VERB iajs-3058 178 46 symmetric symmetric ADJ iajs-3058 178 47 key key ADJ iajs-3058 178 48 methods method NOUN iajs-3058 178 49 , , PUNCT iajs-3058 178 50 identify identify VERB iajs-3058 178 51 them they PRON iajs-3058 178 52 , , PUNCT iajs-3058 178 53 and and CCONJ iajs-3058 178 54 categorize categorize VERB iajs-3058 178 55 the the DET iajs-3058 178 56 many many ADJ iajs-3058 178 57 kinds kind NOUN iajs-3058 178 58 of of ADP iajs-3058 178 59 encryption encryption NOUN iajs-3058 178 60 algorithms algorithm NOUN iajs-3058 178 61 identified identify VERB iajs-3058 178 62 . . PUNCT iajs-3058 179 1 the the DET iajs-3058 179 2 columns column NOUN iajs-3058 179 3 denote denote VERB iajs-3058 179 4 the the DET iajs-3058 179 5 actual actual ADJ iajs-3058 179 6 class class NOUN iajs-3058 179 7 , , PUNCT iajs-3058 179 8 and and CCONJ iajs-3058 179 9 the the DET iajs-3058 179 10 rows row NOUN iajs-3058 179 11 the the DET iajs-3058 179 12 anticipated anticipated ADJ iajs-3058 179 13 class class NOUN iajs-3058 179 14 . . PUNCT iajs-3058 180 1 the the DET iajs-3058 180 2 confusion confusion NOUN iajs-3058 180 3 matrix matrix NOUN iajs-3058 180 4 's 's PART iajs-3058 180 5 tp tp NOUN iajs-3058 180 6 and and CCONJ iajs-3058 180 7 tn tn NOUN iajs-3058 180 8 values value NOUN iajs-3058 180 9 represent represent VERB iajs-3058 180 10 the the DET iajs-3058 180 11 proportion proportion NOUN iajs-3058 180 12 of of ADP iajs-3058 180 13 accurate accurate ADJ iajs-3058 180 14 positive positive ADJ iajs-3058 180 15 and and CCONJ iajs-3058 180 16 negative negative ADJ iajs-3058 180 17 classifications classification NOUN iajs-3058 180 18 . . PUNCT iajs-3058 181 1 fp fp NOUN iajs-3058 181 2 and and CCONJ iajs-3058 181 3 fn fn PROPN iajs-3058 181 4 represent represent VERB iajs-3058 181 5 the the DET iajs-3058 181 6 proportion proportion NOUN iajs-3058 181 7 of of ADP iajs-3058 181 8 incorrectly incorrectly ADV iajs-3058 181 9 identified identify VERB iajs-3058 181 10 negative negative ADJ iajs-3058 181 11 and and CCONJ iajs-3058 181 12 positive positive ADJ iajs-3058 181 13 instances instance NOUN iajs-3058 181 14 . . PUNCT iajs-3058 182 1 the the DET iajs-3058 182 2 confusion confusion NOUN iajs-3058 182 3 matrix matrix NOUN iajs-3058 182 4 can can AUX iajs-3058 182 5 display display VERB iajs-3058 182 6 a a DET iajs-3058 182 7 number number NOUN iajs-3058 182 8 of of ADP iajs-3058 182 9 widely widely ADV iajs-3058 182 10 used use VERB iajs-3058 182 11 metrics metric NOUN iajs-3058 182 12 for for ADP iajs-3058 182 13 rating rate VERB iajs-3058 182 14 the the DET iajs-3058 182 15 classifier classifier NOUN iajs-3058 182 16 's 's PART iajs-3058 182 17 performance performance NOUN iajs-3058 182 18 at at ADP iajs-3058 182 19 various various ADJ iajs-3058 182 20 evaluation evaluation NOUN iajs-3058 182 21 levels level NOUN iajs-3058 182 22 [ [ X iajs-3058 182 23 17 17 NUM iajs-3058 182 24 ] ] PUNCT iajs-3058 182 25 . . PUNCT iajs-3058 183 1 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 PROPN iajs-3058 183 2 = = SYM iajs-3058 183 3 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 4 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 5 + + CCONJ iajs-3058 183 6 𝐹𝑃 𝐹𝑃 PROPN iajs-3058 183 7 ( ( PUNCT iajs-3058 183 8 1 1 NUM iajs-3058 183 9 ) ) PUNCT iajs-3058 183 10 𝑅𝐸𝐢𝐴𝐿𝐿 𝑅𝐸𝐢𝐴𝐿𝐿 NOUN iajs-3058 183 11 = = SYM iajs-3058 183 12 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 13 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 14 + + CCONJ iajs-3058 183 15 𝐹𝑁 𝐹𝑁 PROPN iajs-3058 183 16 ( ( PUNCT iajs-3058 183 17 2 2 NUM iajs-3058 183 18 ) ) PUNCT iajs-3058 183 19 π΄πΆπΆπ‘ˆπ‘…π΄πΆπ‘Œ π΄πΆπΆπ‘ˆπ‘…π΄πΆπ‘Œ PROPN iajs-3058 183 20 = = PUNCT iajs-3058 183 21 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 22 + + CCONJ iajs-3058 183 23 𝑇𝑁 𝑇𝑁 PROPN iajs-3058 183 24 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 183 25 + + CCONJ iajs-3058 183 26 𝑇𝑁 𝑇𝑁 PROPN iajs-3058 183 27 + + NUM iajs-3058 183 28 𝐹𝑃 𝐹𝑃 NOUN iajs-3058 184 1 + + CCONJ iajs-3058 184 2 𝐹𝑁 𝐹𝑁 PROPN iajs-3058 184 3 ( ( PUNCT iajs-3058 184 4 3 3 NUM iajs-3058 184 5 ) ) PUNCT iajs-3058 184 6 𝐹1 𝐹1 NOUN iajs-3058 184 7 = = SYM iajs-3058 184 8 2 2 NUM iajs-3058 184 9 βˆ— βˆ— NOUN iajs-3058 184 10 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 PROPN iajs-3058 184 11 βˆ— βˆ— PROPN iajs-3058 184 12 𝑅𝐸𝐢𝐴𝐿𝐿 𝑅𝐸𝐢𝐴𝐿𝐿 PROPN iajs-3058 184 13 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 𝑃𝑅𝐸𝐢𝐼𝑆𝐼𝑂𝑁 PROPN iajs-3058 184 14 + + CCONJ iajs-3058 184 15 𝑅𝐸𝐢𝐴𝐿𝐿 𝑅𝐸𝐢𝐴𝐿𝐿 PROPN iajs-3058 184 16 ( ( PUNCT iajs-3058 184 17 4 4 NUM iajs-3058 184 18 ) ) PUNCT iajs-3058 184 19 π‘šπ‘–π‘ π‘π‘™π‘Žπ‘ π‘ π‘–π‘“π‘–π‘π‘Žπ‘‘π‘–π‘œπ‘› π‘šπ‘–π‘ π‘π‘™π‘Žπ‘ π‘ π‘–π‘“π‘–π‘π‘Žπ‘‘π‘–π‘œπ‘› NOUN iajs-3058 184 20 = = PUNCT iajs-3058 185 1 𝐹𝑃 𝐹𝑃 PROPN iajs-3058 185 2 + + CCONJ iajs-3058 185 3 𝐹𝑁 𝐹𝑁 PROPN iajs-3058 185 4 𝑇𝑃 𝑇𝑃 PROPN iajs-3058 185 5 + + CCONJ iajs-3058 185 6 𝑇𝑁 𝑇𝑁 PROPN iajs-3058 185 7 + + NUM iajs-3058 185 8 𝐹𝑃 𝐹𝑃 NOUN iajs-3058 186 1 + + CCONJ iajs-3058 186 2 𝐹𝑁 𝐹𝑁 PROPN iajs-3058 186 3 ( ( PUNCT iajs-3058 186 4 5 5 NUM iajs-3058 186 5 ) ) PUNCT iajs-3058 186 6 in in ADP iajs-3058 186 7 this this DET iajs-3058 186 8 work work NOUN iajs-3058 186 9 , , PUNCT iajs-3058 186 10 three three NUM iajs-3058 186 11 encryption encryption NOUN iajs-3058 186 12 techniques technique NOUN iajs-3058 186 13 ' ' PART iajs-3058 186 14 categorization categorization NOUN iajs-3058 186 15 tests test NOUN iajs-3058 186 16 were be AUX iajs-3058 186 17 used use VERB iajs-3058 186 18 . . PUNCT iajs-3058 187 1 multiclass multiclass ADJ iajs-3058 187 2 categorization categorization NOUN iajs-3058 187 3 can can AUX iajs-3058 187 4 easily easily ADV iajs-3058 187 5 be be AUX iajs-3058 187 6 performed perform VERB iajs-3058 187 7 by by ADP iajs-3058 187 8 extending extend VERB iajs-3058 187 9 this this PRON iajs-3058 187 10 . . PUNCT iajs-3058 188 1 the the DET iajs-3058 188 2 classification classification NOUN iajs-3058 188 3 results result NOUN iajs-3058 188 4 were be AUX iajs-3058 188 5 examined examine VERB iajs-3058 188 6 once once SCONJ iajs-3058 188 7 the the DET iajs-3058 188 8 tests test NOUN iajs-3058 188 9 were be AUX iajs-3058 188 10 finished finish VERB iajs-3058 188 11 to to PART iajs-3058 188 12 evaluate evaluate VERB iajs-3058 188 13 the the DET iajs-3058 188 14 effectiveness effectiveness NOUN iajs-3058 188 15 of of ADP iajs-3058 188 16 the the DET iajs-3058 188 17 taught teach VERB iajs-3058 188 18 forms form NOUN iajs-3058 188 19 . . PUNCT iajs-3058 189 1 the the DET iajs-3058 189 2 categorization categorization NOUN iajs-3058 189 3 of of ADP iajs-3058 189 4 all all DET iajs-3058 189 5 forms form NOUN iajs-3058 189 6 is be AUX iajs-3058 189 7 assessed assess VERB iajs-3058 189 8 in in ADP iajs-3058 189 9 the the DET iajs-3058 189 10 first first ADJ iajs-3058 189 11 set set NOUN iajs-3058 189 12 of of ADP iajs-3058 189 13 analyses analysis NOUN iajs-3058 189 14 . . PUNCT iajs-3058 190 1 the the DET iajs-3058 190 2 tables table NOUN iajs-3058 190 3 below below ADV iajs-3058 190 4 indicate indicate VERB iajs-3058 190 5 the the DET iajs-3058 190 6 evaluation evaluation NOUN iajs-3058 190 7 of of ADP iajs-3058 190 8 the the DET iajs-3058 190 9 confusion confusion NOUN iajs-3058 190 10 matrix matrix NOUN iajs-3058 190 11 for for ADP iajs-3058 190 12 the the DET iajs-3058 190 13 fundamental fundamental ADJ iajs-3058 190 14 models model NOUN iajs-3058 190 15 utilized utilize VERB iajs-3058 190 16 in in ADP iajs-3058 190 17 this this DET iajs-3058 190 18 research research NOUN iajs-3058 190 19 , , PUNCT iajs-3058 190 20 accuracy accuracy NOUN iajs-3058 190 21 , , PUNCT iajs-3058 190 22 and and CCONJ iajs-3058 190 23 loss loss NOUN iajs-3058 190 24 , , PUNCT iajs-3058 190 25 as as ADV iajs-3058 190 26 well well ADV iajs-3058 190 27 as as ADP iajs-3058 190 28 the the DET iajs-3058 190 29 most most ADV iajs-3058 190 30 secure secure ADJ iajs-3058 190 31 modes mode NOUN iajs-3058 190 32 and and CCONJ iajs-3058 190 33 algorithm algorithm NOUN iajs-3058 190 34 by by ADP iajs-3058 190 35 applying apply VERB iajs-3058 190 36 the the DET iajs-3058 190 37 suggested suggest VERB iajs-3058 190 38 approach approach NOUN iajs-3058 190 39 ( ( PUNCT iajs-3058 190 40 fcnn fcnn PROPN iajs-3058 190 41 ) ) PUNCT iajs-3058 190 42 to to PART iajs-3058 190 43 identify identify VERB iajs-3058 190 44 and and CCONJ iajs-3058 190 45 analyze analyze VERB iajs-3058 190 46 the the DET iajs-3058 190 47 symmetric symmetric ADJ iajs-3058 190 48 key key ADJ iajs-3058 190 49 algorithm algorithm NOUN iajs-3058 190 50 . . PUNCT iajs-3058 191 1 by by ADP iajs-3058 191 2 applying apply VERB iajs-3058 191 3 an an DET iajs-3058 191 4 fcnn fcnn NOUN iajs-3058 191 5 to to ADP iajs-3058 191 6 the the DET iajs-3058 191 7 blowfish blowfish ADJ iajs-3058 191 8 vs. vs. ADP iajs-3058 191 9 aes aes PROPN iajs-3058 191 10 model model NOUN iajs-3058 191 11 with with ADP iajs-3058 191 12 the the DET iajs-3058 191 13 same same ADJ iajs-3058 191 14 key key NOUN iajs-3058 191 15 and and CCONJ iajs-3058 191 16 employing employ VERB iajs-3058 191 17 cbc cbc PROPN iajs-3058 191 18 mode mode NOUN iajs-3058 191 19 and and CCONJ iajs-3058 191 20 ecb ecb PROPN iajs-3058 191 21 mode mode PROPN iajs-3058 191 22 block block NOUN iajs-3058 191 23 ciphers cipher NOUN iajs-3058 191 24 , , PUNCT iajs-3058 191 25 this this DET iajs-3058 191 26 study study NOUN iajs-3058 191 27 proved prove VERB iajs-3058 191 28 the the DET iajs-3058 191 29 viability viability NOUN iajs-3058 191 30 of of ADP iajs-3058 191 31 identifying identify VERB iajs-3058 191 32 symmetric symmetric ADJ iajs-3058 191 33 key key ADJ iajs-3058 191 34 techniques technique NOUN iajs-3058 191 35 . . PUNCT iajs-3058 192 1 using use VERB iajs-3058 192 2 the the DET iajs-3058 192 3 same same ADJ iajs-3058 192 4 key key NOUN iajs-3058 192 5 and and CCONJ iajs-3058 192 6 cbc cbc NOUN iajs-3058 192 7 mode mode NOUN iajs-3058 192 8 , , PUNCT iajs-3058 192 9 the the DET iajs-3058 192 10 accuracy accuracy NOUN iajs-3058 192 11 in in ADP iajs-3058 192 12 classifying classify VERB iajs-3058 192 13 the the DET iajs-3058 192 14 different different ADJ iajs-3058 192 15 symmetric symmetric ADJ iajs-3058 192 16 key key ADJ iajs-3058 192 17 algorithms algorithm NOUN iajs-3058 192 18 was be AUX iajs-3058 192 19 81 81 NUM iajs-3058 192 20 % % NOUN iajs-3058 192 21 , , PUNCT iajs-3058 192 22 and and CCONJ iajs-3058 192 23 the the DET iajs-3058 192 24 loss loss NOUN iajs-3058 192 25 was be AUX iajs-3058 192 26 41 41 NUM iajs-3058 192 27 % % NOUN iajs-3058 192 28 , , PUNCT iajs-3058 192 29 as as SCONJ iajs-3058 192 30 shown show VERB iajs-3058 192 31 in in ADP iajs-3058 192 32 figure figure NOUN iajs-3058 192 33 7 7 NUM iajs-3058 192 34 and and CCONJ iajs-3058 192 35 table table NOUN iajs-3058 192 36 2 2 NUM iajs-3058 192 37 below below ADV iajs-3058 192 38 . . PUNCT iajs-3058 193 1 ihjpas ihjpas PROPN iajs-3058 193 2 . . PUNCT iajs-3058 194 1 36(1)2023 36(1)2023 NUM iajs-3058 194 2 423 423 NUM iajs-3058 194 3 table table NOUN iajs-3058 194 4 2 2 NUM iajs-3058 194 5 . . X iajs-3058 194 6 blowfish blowfish VERB iajs-3058 194 7 vs vs ADP iajs-3058 194 8 aes aes PROPN iajs-3058 194 9 _ _ PROPN iajs-3058 194 10 cipher cipher ADJ iajs-3058 194 11 same same ADJ iajs-3058 194 12 key key NOUN iajs-3058 194 13 _ _ DET iajs-3058 194 14 cbc cbc NOUN iajs-3058 194 15 mode mode NOUN iajs-3058 194 16 figure figure NOUN iajs-3058 194 17 7 7 NUM iajs-3058 194 18 . . NOUN iajs-3058 195 1 accuracy accuracy NOUN iajs-3058 195 2 and and CCONJ iajs-3058 195 3 loss loss NOUN iajs-3058 195 4 aes_or_des_cipher_same aes_or_des_cipher_same NOUN iajs-3058 195 5 key key ADJ iajs-3058 195 6 _ _ DET iajs-3058 195 7 cbc cbc NOUN iajs-3058 195 8 mode mode NOUN iajs-3058 195 9 figure figure NOUN iajs-3058 195 10 8 8 NUM iajs-3058 195 11 illustrates illustrate VERB iajs-3058 195 12 this this PRON iajs-3058 195 13 . . PUNCT iajs-3058 196 1 the the DET iajs-3058 196 2 confusion confusion NOUN iajs-3058 196 3 matrix matrix NOUN iajs-3058 196 4 is be AUX iajs-3058 196 5 a a DET iajs-3058 196 6 ( ( PUNCT iajs-3058 196 7 n n NOUN iajs-3058 196 8 x x CCONJ iajs-3058 196 9 n n CCONJ iajs-3058 196 10 ) ) PUNCT iajs-3058 196 11 matrix matrix NOUN iajs-3058 196 12 used use VERB iajs-3058 196 13 to to PART iajs-3058 196 14 assess assess VERB iajs-3058 196 15 the the DET iajs-3058 196 16 performance performance NOUN iajs-3058 196 17 of of ADP iajs-3058 196 18 a a DET iajs-3058 196 19 categorization categorization NOUN iajs-3058 196 20 form form NOUN iajs-3058 196 21 , , PUNCT iajs-3058 196 22 where where SCONJ iajs-3058 196 23 ( ( PUNCT iajs-3058 196 24 n n CCONJ iajs-3058 196 25 ) ) PUNCT iajs-3058 196 26 is be AUX iajs-3058 196 27 the the DET iajs-3058 196 28 number number NOUN iajs-3058 196 29 of of ADP iajs-3058 196 30 target target NOUN iajs-3058 196 31 classes class NOUN iajs-3058 196 32 . . PUNCT iajs-3058 197 1 an an DET iajs-3058 197 2 individual individual NOUN iajs-3058 197 3 could could AUX iajs-3058 197 4 determine determine VERB iajs-3058 197 5 the the DET iajs-3058 197 6 model model NOUN iajs-3058 197 7 's 's PART iajs-3058 197 8 accuracy accuracy NOUN iajs-3058 197 9 by by ADP iajs-3058 197 10 observing observe VERB iajs-3058 197 11 the the DET iajs-3058 197 12 diagonal diagonal ADJ iajs-3058 197 13 values value NOUN iajs-3058 197 14 for for ADP iajs-3058 197 15 measuring measure VERB iajs-3058 197 16 the the DET iajs-3058 197 17 number number NOUN iajs-3058 197 18 of of ADP iajs-3058 197 19 correct correct ADJ iajs-3058 197 20 categorizations categorization NOUN iajs-3058 197 21 by by ADP iajs-3058 197 22 visualizing visualize VERB iajs-3058 197 23 the the DET iajs-3058 197 24 confusion confusion NOUN iajs-3058 197 25 matrix matrix NOUN iajs-3058 197 26 . . PUNCT iajs-3058 198 1 the the DET iajs-3058 198 2 model model NOUN iajs-3058 198 3 has have AUX iajs-3058 198 4 proven prove VERB iajs-3058 198 5 to to PART iajs-3058 198 6 be be AUX iajs-3058 198 7 successful successful ADJ iajs-3058 198 8 . . PUNCT iajs-3058 199 1 figure figure NOUN iajs-3058 199 2 8 8 NUM iajs-3058 199 3 . . PUNCT iajs-3058 200 1 confusion confusion NOUN iajs-3058 200 2 matrix matrix NOUN iajs-3058 200 3 blowfish blowfish NOUN iajs-3058 200 4 vs vs ADP iajs-3058 200 5 aes aes PROPN iajs-3058 200 6 _ _ PROPN iajs-3058 200 7 cipher cipher ADJ iajs-3058 200 8 same same ADJ iajs-3058 200 9 key key NOUN iajs-3058 200 10 _ _ DET iajs-3058 200 11 cbc cbc NOUN iajs-3058 200 12 mode mode NOUN iajs-3058 200 13 furthermore furthermore ADV iajs-3058 200 14 , , PUNCT iajs-3058 200 15 table table NOUN iajs-3058 200 16 3 3 NUM iajs-3058 200 17 demonstrates demonstrate VERB iajs-3058 200 18 the the DET iajs-3058 200 19 possibility possibility NOUN iajs-3058 200 20 of of ADP iajs-3058 200 21 detecting detect VERB iajs-3058 200 22 symmetric symmetric ADJ iajs-3058 200 23 key key ADJ iajs-3058 200 24 algorithms algorithm NOUN iajs-3058 200 25 by by ADP iajs-3058 200 26 using use VERB iajs-3058 200 27 an an DET iajs-3058 200 28 fcnn fcnn NOUN iajs-3058 200 29 on on ADP iajs-3058 200 30 the the DET iajs-3058 200 31 blowfish blowfish ADJ iajs-3058 200 32 vs. vs. ADP iajs-3058 200 33 aes aes PROPN iajs-3058 200 34 model model NOUN iajs-3058 200 35 , , PUNCT iajs-3058 200 36 which which PRON iajs-3058 200 37 uses use VERB iajs-3058 200 38 the the DET iajs-3058 200 39 same same ADJ iajs-3058 200 40 key key NOUN iajs-3058 200 41 with with ADP iajs-3058 200 42 the the DET iajs-3058 200 43 ecb ecb PROPN iajs-3058 200 44 mode mode PROPN iajs-3058 200 45 block block NOUN iajs-3058 200 46 cipher cipher ADJ iajs-3058 200 47 . . PUNCT iajs-3058 201 1 as as SCONJ iajs-3058 201 2 shown show VERB iajs-3058 201 3 in in ADP iajs-3058 201 4 figure figure NOUN iajs-3058 201 5 9 9 NUM iajs-3058 201 6 , , PUNCT iajs-3058 201 7 the the DET iajs-3058 201 8 performance performance NOUN iajs-3058 201 9 was be AUX iajs-3058 201 10 81 81 NUM iajs-3058 201 11 % % NOUN iajs-3058 201 12 accurate accurate ADJ iajs-3058 201 13 in in ADP iajs-3058 201 14 identifying identify VERB iajs-3058 201 15 the the DET iajs-3058 201 16 types type NOUN iajs-3058 201 17 of of ADP iajs-3058 201 18 symmetric symmetric ADJ iajs-3058 201 19 key key ADJ iajs-3058 201 20 algorithms algorithm NOUN iajs-3058 201 21 using use VERB iajs-3058 201 22 the the DET iajs-3058 201 23 same same ADJ iajs-3058 201 24 key key NOUN iajs-3058 201 25 with with ADP iajs-3058 201 26 ecb ecb NOUN iajs-3058 201 27 mode mode NOUN iajs-3058 201 28 , , PUNCT iajs-3058 201 29 and and CCONJ iajs-3058 201 30 40 40 NUM iajs-3058 201 31 % % NOUN iajs-3058 201 32 loss loss NOUN iajs-3058 201 33 . . PUNCT iajs-3058 202 1 furthermore furthermore ADV iajs-3058 202 2 , , PUNCT iajs-3058 202 3 as as SCONJ iajs-3058 202 4 shown show VERB iajs-3058 202 5 in in ADP iajs-3058 202 6 figure figure NOUN iajs-3058 202 7 10 10 NUM iajs-3058 202 8 , , PUNCT iajs-3058 202 9 a a DET iajs-3058 202 10 confusion confusion NOUN iajs-3058 202 11 matrix matrix NOUN iajs-3058 202 12 was be AUX iajs-3058 202 13 used use VERB iajs-3058 202 14 to to PART iajs-3058 202 15 determine determine VERB iajs-3058 202 16 whether whether SCONJ iajs-3058 202 17 the the DET iajs-3058 202 18 model model NOUN iajs-3058 202 19 was be AUX iajs-3058 202 20 successful successful ADJ iajs-3058 202 21 . . PUNCT iajs-3058 203 1 table table NOUN iajs-3058 203 2 3 3 X iajs-3058 203 3 . . PUNCT iajs-3058 203 4 blowfish blowfish VERB iajs-3058 203 5 vs vs ADP iajs-3058 203 6 aes aes PROPN iajs-3058 203 7 _ _ PROPN iajs-3058 203 8 cipher cipher ADJ iajs-3058 203 9 same same ADJ iajs-3058 203 10 key key NOUN iajs-3058 203 11 _ _ PUNCT iajs-3058 203 12 ecb ecb NOUN iajs-3058 203 13 mode mode PROPN iajs-3058 203 14 accuracy accuracy NOUN iajs-3058 203 15 loss loss NOUN iajs-3058 203 16 precision precision NOUN iajs-3058 203 17 value value NOUN iajs-3058 203 18 recall recall NOUN iajs-3058 203 19 f1 f1 NOUN iajs-3058 203 20 - - PUNCT iajs-3058 203 21 score score NOUN iajs-3058 203 22 support support NOUN iajs-3058 203 23 0.81 0.81 NUM iajs-3058 203 24 0.41 0.41 NUM iajs-3058 203 25 0.81 0.81 NUM iajs-3058 203 26 0.81 0.81 NUM iajs-3058 203 27 0.81 0.81 NUM iajs-3058 203 28 1000 1000 NUM iajs-3058 203 29 accuracy accuracy NOUN iajs-3058 203 30 loss loss NOUN iajs-3058 203 31 precision precision NOUN iajs-3058 203 32 value value NOUN iajs-3058 203 33 recall recall NOUN iajs-3058 203 34 f1 f1 NOUN iajs-3058 203 35 - - PUNCT iajs-3058 203 36 score score NOUN iajs-3058 203 37 support support NOUN iajs-3058 203 38 0.81 0.81 NUM iajs-3058 203 39 0.40 0.40 NUM iajs-3058 203 40 0.81 0.81 NUM iajs-3058 203 41 0.81 0.81 NUM iajs-3058 203 42 0.81 0.81 NUM iajs-3058 203 43 1000 1000 NUM iajs-3058 203 44 ihjpas ihjpa NOUN iajs-3058 203 45 . . PUNCT iajs-3058 204 1 36(1)2023 36(1)2023 NUM iajs-3058 204 2 424 424 NUM iajs-3058 204 3 figure figure NOUN iajs-3058 204 4 9 9 NUM iajs-3058 204 5 . . PUNCT iajs-3058 204 6 accuracy accuracy NOUN iajs-3058 204 7 and and CCONJ iajs-3058 204 8 loss loss NOUN iajs-3058 204 9 blowfish blowfish ADJ iajs-3058 204 10 vs vs ADP iajs-3058 204 11 aes aes PROPN iajs-3058 204 12 _ _ PROPN iajs-3058 204 13 cipher cipher ADJ iajs-3058 204 14 same same ADJ iajs-3058 204 15 key key NOUN iajs-3058 204 16 _ _ PUNCT iajs-3058 204 17 ecb ecb NOUN iajs-3058 204 18 mode mode NOUN iajs-3058 204 19 figure figure NOUN iajs-3058 204 20 10 10 NUM iajs-3058 204 21 . . PUNCT iajs-3058 205 1 confusion confusion NOUN iajs-3058 205 2 matrix matrix NOUN iajs-3058 205 3 blowfish blowfish NOUN iajs-3058 205 4 vs vs ADP iajs-3058 205 5 aes aes PROPN iajs-3058 205 6 _ _ PROPN iajs-3058 205 7 cipher cipher ADJ iajs-3058 205 8 same same ADJ iajs-3058 205 9 key key NOUN iajs-3058 205 10 _ _ PUNCT iajs-3058 205 11 ecb ecb NOUN iajs-3058 205 12 mode mode VERB iajs-3058 205 13 the the DET iajs-3058 205 14 ability ability NOUN iajs-3058 205 15 to to PART iajs-3058 205 16 detect detect VERB iajs-3058 205 17 symmetric symmetric ADJ iajs-3058 205 18 - - PUNCT iajs-3058 205 19 key key NOUN iajs-3058 205 20 algorithms algorithms NOUN iajs-3058 205 21 is be AUX iajs-3058 205 22 shown show VERB iajs-3058 205 23 in in ADP iajs-3058 205 24 table table NOUN iajs-3058 205 25 4 4 NUM iajs-3058 205 26 . . PUNCT iajs-3058 206 1 the the DET iajs-3058 206 2 same same ADJ iajs-3058 206 3 keys key NOUN iajs-3058 206 4 are be AUX iajs-3058 206 5 used use VERB iajs-3058 206 6 with with ADP iajs-3058 206 7 cbc cbc PROPN iajs-3058 206 8 mode mode NOUN iajs-3058 206 9 block block NOUN iajs-3058 206 10 ciphers cipher NOUN iajs-3058 206 11 by by ADP iajs-3058 206 12 blowfish blowfish ADJ iajs-3058 206 13 vs. vs. ADP iajs-3058 206 14 3des 3des PROPN iajs-3058 206 15 . . PUNCT iajs-3058 207 1 accuracy accuracy NOUN iajs-3058 207 2 in in ADP iajs-3058 207 3 classifying classify VERB iajs-3058 207 4 the the DET iajs-3058 207 5 various various ADJ iajs-3058 207 6 symmetric symmetric ADJ iajs-3058 207 7 key key ADJ iajs-3058 207 8 algorithms algorithm NOUN iajs-3058 207 9 using use VERB iajs-3058 207 10 an an DET iajs-3058 207 11 identical identical ADJ iajs-3058 207 12 key key NOUN iajs-3058 207 13 and and CCONJ iajs-3058 207 14 cbc cbc NOUN iajs-3058 207 15 mode mode NOUN iajs-3058 207 16 was be AUX iajs-3058 207 17 88 88 NUM iajs-3058 207 18 % % NOUN iajs-3058 207 19 . . PUNCT iajs-3058 208 1 there there PRON iajs-3058 208 2 was be VERB iajs-3058 208 3 a a DET iajs-3058 208 4 loss loss NOUN iajs-3058 208 5 of of ADP iajs-3058 208 6 30 30 NUM iajs-3058 208 7 % % NOUN iajs-3058 208 8 , , PUNCT iajs-3058 208 9 according accord VERB iajs-3058 208 10 to to PART iajs-3058 208 11 figure figure VERB iajs-3058 208 12 11 11 NUM iajs-3058 208 13 . . PUNCT iajs-3058 208 14 table table NOUN iajs-3058 208 15 4 4 NUM iajs-3058 208 16 . . PUNCT iajs-3058 208 17 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same PUNCT iajs-3058 209 1 key key NOUN iajs-3058 209 2 _ _ DET iajs-3058 209 3 cbc cbc NOUN iajs-3058 209 4 mode mode NOUN iajs-3058 209 5 figure figure NOUN iajs-3058 209 6 11 11 NUM iajs-3058 209 7 . . PUNCT iajs-3058 210 1 accuracy accuracy NOUN iajs-3058 210 2 and and CCONJ iajs-3058 210 3 loss loss NOUN iajs-3058 210 4 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same NOUN iajs-3058 210 5 key key NOUN iajs-3058 210 6 _ _ PRON iajs-3058 210 7 cbc cbc PROPN iajs-3058 210 8 mode mode NOUN iajs-3058 210 9 . . PUNCT iajs-3058 211 1 a a DET iajs-3058 211 2 confusion confusion NOUN iajs-3058 211 3 matrix matrix NOUN iajs-3058 211 4 was be AUX iajs-3058 211 5 also also ADV iajs-3058 211 6 used use VERB iajs-3058 211 7 to to PART iajs-3058 211 8 evaluate evaluate VERB iajs-3058 211 9 the the DET iajs-3058 211 10 model model NOUN iajs-3058 211 11 's 's PART iajs-3058 211 12 effectiveness effectiveness NOUN iajs-3058 211 13 , , PUNCT iajs-3058 211 14 as as SCONJ iajs-3058 211 15 shown show VERB iajs-3058 211 16 in in ADP iajs-3058 211 17 figure figure NOUN iajs-3058 211 18 12 12 NUM iajs-3058 211 19 . . PUNCT iajs-3058 212 1 one one PRON iajs-3058 212 2 might might AUX iajs-3058 212 3 assess assess VERB iajs-3058 212 4 the the DET iajs-3058 212 5 model model NOUN iajs-3058 212 6 's 's PART iajs-3058 212 7 correctness correctness NOUN iajs-3058 212 8 by by ADP iajs-3058 212 9 displaying display VERB iajs-3058 212 10 the the DET iajs-3058 212 11 confusion confusion NOUN iajs-3058 212 12 matrix matrix NOUN iajs-3058 212 13 and and CCONJ iajs-3058 212 14 observing observe VERB iajs-3058 212 15 the the DET iajs-3058 212 16 accuracy accuracy NOUN iajs-3058 212 17 loss loss NOUN iajs-3058 212 18 precision precision NOUN iajs-3058 212 19 value value NOUN iajs-3058 212 20 recall recall NOUN iajs-3058 212 21 f1 f1 NOUN iajs-3058 212 22 - - PUNCT iajs-3058 212 23 score score NOUN iajs-3058 212 24 support support NOUN iajs-3058 212 25 0.88 0.88 NUM iajs-3058 212 26 0.30 0.30 NUM iajs-3058 212 27 0.88 0.88 NUM iajs-3058 212 28 0.88 0.88 NUM iajs-3058 212 29 0.88 0.88 NUM iajs-3058 212 30 1000 1000 NUM iajs-3058 212 31 ihjpas ihjpa NOUN iajs-3058 212 32 . . PUNCT iajs-3058 213 1 36(1)2023 36(1)2023 NUM iajs-3058 213 2 425 425 NUM iajs-3058 213 3 diagonal diagonal ADJ iajs-3058 213 4 values value NOUN iajs-3058 213 5 for for ADP iajs-3058 213 6 the the DET iajs-3058 213 7 number number NOUN iajs-3058 213 8 of of ADP iajs-3058 213 9 correct correct ADJ iajs-3058 213 10 categorizations categorization NOUN iajs-3058 213 11 . . PUNCT iajs-3058 214 1 the the DET iajs-3058 214 2 efficacy efficacy NOUN iajs-3058 214 3 of of ADP iajs-3058 214 4 the the DET iajs-3058 214 5 model model NOUN iajs-3058 214 6 has have AUX iajs-3058 214 7 been be AUX iajs-3058 214 8 established establish VERB iajs-3058 214 9 . . PUNCT iajs-3058 215 1 figure figure NOUN iajs-3058 215 2 12 12 NUM iajs-3058 215 3 . . PUNCT iajs-3058 216 1 confusion confusion NOUN iajs-3058 216 2 matrix matrix NOUN iajs-3058 216 3 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same NOUN iajs-3058 216 4 key key NOUN iajs-3058 216 5 _ _ DET iajs-3058 216 6 cbc cbc NOUN iajs-3058 216 7 mode mode NOUN iajs-3058 216 8 table table NOUN iajs-3058 216 9 5 5 NUM iajs-3058 216 10 displays display VERB iajs-3058 216 11 the the DET iajs-3058 216 12 potential potential NOUN iajs-3058 216 13 for for ADP iajs-3058 216 14 finding find VERB iajs-3058 216 15 symmetric symmetric ADJ iajs-3058 216 16 key key ADJ iajs-3058 216 17 algorithms algorithm NOUN iajs-3058 216 18 . . PUNCT iajs-3058 217 1 with with ADP iajs-3058 217 2 cbc cbc PROPN iajs-3058 217 3 mode mode NOUN iajs-3058 217 4 block block NOUN iajs-3058 217 5 ciphers cipher NOUN iajs-3058 217 6 , , PUNCT iajs-3058 217 7 blowfish blowfish ADJ iajs-3058 217 8 vs. vs. ADP iajs-3058 217 9 3des 3des NUM iajs-3058 217 10 using use VERB iajs-3058 217 11 the the DET iajs-3058 217 12 duplicate duplicate ADJ iajs-3058 217 13 keys key NOUN iajs-3058 217 14 . . PUNCT iajs-3058 218 1 the the DET iajs-3058 218 2 performance performance NOUN iajs-3058 218 3 showed show VERB iajs-3058 218 4 an an DET iajs-3058 218 5 accuracy accuracy NOUN iajs-3058 218 6 of of ADP iajs-3058 218 7 85 85 NUM iajs-3058 218 8 % % NOUN iajs-3058 218 9 , , PUNCT iajs-3058 218 10 a a DET iajs-3058 218 11 loss loss NOUN iajs-3058 218 12 of of ADP iajs-3058 218 13 34 34 NUM iajs-3058 218 14 % % NOUN iajs-3058 218 15 , , PUNCT iajs-3058 218 16 and and CCONJ iajs-3058 218 17 high high ADJ iajs-3058 218 18 accuracy accuracy NOUN iajs-3058 218 19 in in ADP iajs-3058 218 20 identifying identify VERB iajs-3058 218 21 the the DET iajs-3058 218 22 types type NOUN iajs-3058 218 23 of of ADP iajs-3058 218 24 symmetric symmetric ADJ iajs-3058 218 25 key key ADJ iajs-3058 218 26 algorithms algorithm NOUN iajs-3058 218 27 , , PUNCT iajs-3058 218 28 as as SCONJ iajs-3058 218 29 depicted depict VERB iajs-3058 218 30 in in ADP iajs-3058 218 31 figure figure NOUN iajs-3058 218 32 13 13 NUM iajs-3058 218 33 . . PUNCT iajs-3058 218 34 table table NOUN iajs-3058 218 35 5 5 NUM iajs-3058 218 36 . . PUNCT iajs-3058 218 37 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same PUNCT iajs-3058 219 1 key key NOUN iajs-3058 219 2 _ _ PUNCT iajs-3058 219 3 ecb ecb NOUN iajs-3058 219 4 mode mode NOUN iajs-3058 219 5 figure figure NOUN iajs-3058 219 6 13 13 NUM iajs-3058 219 7 . . PUNCT iajs-3058 220 1 accuracy accuracy NOUN iajs-3058 220 2 and and CCONJ iajs-3058 220 3 loss loss NOUN iajs-3058 220 4 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same NOUN iajs-3058 220 5 key key NOUN iajs-3058 220 6 _ _ PRON iajs-3058 220 7 ecb ecb NOUN iajs-3058 220 8 mode mode NOUN iajs-3058 220 9 . . PUNCT iajs-3058 221 1 as as SCONJ iajs-3058 221 2 illustrated illustrate VERB iajs-3058 221 3 in in ADP iajs-3058 221 4 figure figure NOUN iajs-3058 221 5 14 14 NUM iajs-3058 221 6 , , PUNCT iajs-3058 221 7 a a DET iajs-3058 221 8 confusion confusion NOUN iajs-3058 221 9 matrix matrix NOUN iajs-3058 221 10 was be AUX iajs-3058 221 11 also also ADV iajs-3058 221 12 utilized utilize VERB iajs-3058 221 13 to to PART iajs-3058 221 14 assess assess VERB iajs-3058 221 15 the the DET iajs-3058 221 16 model model NOUN iajs-3058 221 17 's 's PART iajs-3058 221 18 effectiveness effectiveness NOUN iajs-3058 221 19 . . PUNCT iajs-3058 222 1 one one PRON iajs-3058 222 2 can can AUX iajs-3058 222 3 evaluate evaluate VERB iajs-3058 222 4 the the DET iajs-3058 222 5 model model NOUN iajs-3058 222 6 's 's PART iajs-3058 222 7 validity validity NOUN iajs-3058 222 8 by by ADP iajs-3058 222 9 displaying display VERB iajs-3058 222 10 the the DET iajs-3058 222 11 confusion confusion NOUN iajs-3058 222 12 matrix matrix NOUN iajs-3058 222 13 and and CCONJ iajs-3058 222 14 examining examine VERB iajs-3058 222 15 the the DET iajs-3058 222 16 diagonal diagonal ADJ iajs-3058 222 17 values value NOUN iajs-3058 222 18 for for ADP iajs-3058 222 19 the the DET iajs-3058 222 20 number number NOUN iajs-3058 222 21 of of ADP iajs-3058 222 22 correct correct ADJ iajs-3058 222 23 categorizations categorization NOUN iajs-3058 222 24 . . PUNCT iajs-3058 223 1 the the DET iajs-3058 223 2 model model NOUN iajs-3058 223 3 's 's PART iajs-3058 223 4 efficacy efficacy NOUN iajs-3058 223 5 has have AUX iajs-3058 223 6 been be AUX iajs-3058 223 7 established establish VERB iajs-3058 223 8 . . PUNCT iajs-3058 224 1 accuracy accuracy NOUN iajs-3058 224 2 loss loss NOUN iajs-3058 224 3 precision precision NOUN iajs-3058 224 4 value value NOUN iajs-3058 224 5 recall recall NOUN iajs-3058 224 6 f1 f1 NOUN iajs-3058 224 7 - - PUNCT iajs-3058 224 8 score score NOUN iajs-3058 224 9 support support NOUN iajs-3058 224 10 0.85 0.85 NUM iajs-3058 224 11 0.34 0.34 NUM iajs-3058 224 12 0.85 0.85 NUM iajs-3058 224 13 0.85 0.85 NUM iajs-3058 224 14 0.85 0.85 NUM iajs-3058 224 15 1000 1000 NUM iajs-3058 224 16 ihjpas ihjpa NOUN iajs-3058 224 17 . . PUNCT iajs-3058 225 1 36(1)2023 36(1)2023 NUM iajs-3058 225 2 426 426 NUM iajs-3058 225 3 figure figure NOUN iajs-3058 225 4 14 14 NUM iajs-3058 225 5 . . PUNCT iajs-3058 225 6 confusion confusion NOUN iajs-3058 225 7 matrix matrix NOUN iajs-3058 225 8 blowfish_or_3des_cipher_same blowfish_or_3des_cipher_same NOUN iajs-3058 225 9 key key NOUN iajs-3058 225 10 _ _ PUNCT iajs-3058 225 11 ecb ecb NOUN iajs-3058 225 12 mode mode NOUN iajs-3058 225 13 6 6 NUM iajs-3058 225 14 . . PUNCT iajs-3058 225 15 comparing compare VERB iajs-3058 225 16 outcomes outcome NOUN iajs-3058 225 17 it it PRON iajs-3058 225 18 is be AUX iajs-3058 225 19 evident evident ADJ iajs-3058 225 20 from from ADP iajs-3058 225 21 table table NOUN iajs-3058 225 22 6 6 NUM iajs-3058 225 23 that that SCONJ iajs-3058 225 24 the the DET iajs-3058 225 25 classification classification NOUN iajs-3058 225 26 model model NOUN iajs-3058 225 27 proposed propose VERB iajs-3058 225 28 in in ADP iajs-3058 225 29 this this DET iajs-3058 225 30 research research NOUN iajs-3058 225 31 can can AUX iajs-3058 225 32 successfully successfully ADV iajs-3058 225 33 classify classify VERB iajs-3058 225 34 the the DET iajs-3058 225 35 four four NUM iajs-3058 225 36 algorithms algorithm NOUN iajs-3058 225 37 in in ADP iajs-3058 225 38 ecb ecb PROPN iajs-3058 225 39 and and CCONJ iajs-3058 225 40 cbc cbc PROPN iajs-3058 225 41 mode mode NOUN iajs-3058 225 42 with with ADP iajs-3058 225 43 an an DET iajs-3058 225 44 average average ADJ iajs-3058 225 45 accuracy accuracy NOUN iajs-3058 225 46 of of ADP iajs-3058 225 47 85 85 NUM iajs-3058 225 48 % % NOUN iajs-3058 225 49 , , PUNCT iajs-3058 225 50 compared compare VERB iajs-3058 225 51 to to ADP iajs-3058 225 52 the the DET iajs-3058 225 53 source source NOUN iajs-3058 225 54 [ [ X iajs-3058 225 55 1 1 NUM iajs-3058 225 56 ] ] PUNCT iajs-3058 225 57 , , PUNCT iajs-3058 225 58 with with ADP iajs-3058 225 59 an an DET iajs-3058 225 60 accuracy accuracy NOUN iajs-3058 225 61 of of ADP iajs-3058 225 62 87.9 87.9 NUM iajs-3058 225 63 % % NOUN iajs-3058 225 64 . . PUNCT iajs-3058 226 1 as as ADP iajs-3058 226 2 for for ADP iajs-3058 226 3 the the DET iajs-3058 226 4 algorithms algorithm NOUN iajs-3058 226 5 in in ADP iajs-3058 226 6 the the DET iajs-3058 226 7 cbc cbc PROPN iajs-3058 226 8 mode mode NOUN iajs-3058 226 9 , , PUNCT iajs-3058 226 10 the the DET iajs-3058 226 11 percentage percentage NOUN iajs-3058 226 12 reached reach VERB iajs-3058 226 13 88 88 NUM iajs-3058 226 14 % % NOUN iajs-3058 226 15 by by ADP iajs-3058 226 16 the the DET iajs-3058 226 17 method method NOUN iajs-3058 226 18 proposed propose VERB iajs-3058 226 19 in in ADP iajs-3058 226 20 the the DET iajs-3058 226 21 research research NOUN iajs-3058 226 22 . . PUNCT iajs-3058 227 1 as as ADP iajs-3058 227 2 for for ADP iajs-3058 227 3 the the DET iajs-3058 227 4 source source NOUN iajs-3058 227 5 , , PUNCT iajs-3058 227 6 the the DET iajs-3058 227 7 accuracy accuracy NOUN iajs-3058 227 8 was be AUX iajs-3058 227 9 12.64 12.64 NUM iajs-3058 227 10 % % NOUN iajs-3058 227 11 , , PUNCT iajs-3058 227 12 which which PRON iajs-3058 227 13 is be AUX iajs-3058 227 14 much much ADV iajs-3058 227 15 lower low ADJ iajs-3058 227 16 than than ADP iajs-3058 227 17 what what PRON iajs-3058 227 18 we we PRON iajs-3058 227 19 found find VERB iajs-3058 227 20 . . PUNCT iajs-3058 228 1 both both PRON iajs-3058 228 2 use use VERB iajs-3058 228 3 the the DET iajs-3058 228 4 same same ADJ iajs-3058 228 5 key key NOUN iajs-3058 228 6 in in ADP iajs-3058 228 7 encryption encryption NOUN iajs-3058 228 8 . . PUNCT iajs-3058 229 1 moreover moreover ADV iajs-3058 229 2 , , PUNCT iajs-3058 229 3 the the DET iajs-3058 229 4 security security NOUN iajs-3058 229 5 is be AUX iajs-3058 229 6 not not PART iajs-3058 229 7 high high ADJ iajs-3058 229 8 , , PUNCT iajs-3058 229 9 and and CCONJ iajs-3058 229 10 it it PRON iajs-3058 229 11 is be AUX iajs-3058 229 12 easier easy ADJ iajs-3058 229 13 to to PART iajs-3058 229 14 classify classify VERB iajs-3058 229 15 it it PRON iajs-3058 229 16 than than ADP iajs-3058 229 17 others other NOUN iajs-3058 229 18 in in ADP iajs-3058 229 19 both both DET iajs-3058 229 20 cbc cbc NOUN iajs-3058 229 21 and and CCONJ iajs-3058 229 22 ecb ecb NOUN iajs-3058 229 23 ; ; PUNCT iajs-3058 229 24 compared compare VERB iajs-3058 229 25 to to ADP iajs-3058 229 26 the the DET iajs-3058 229 27 current current ADJ iajs-3058 229 28 research research NOUN iajs-3058 229 29 , , PUNCT iajs-3058 229 30 the the DET iajs-3058 229 31 accuracy accuracy NOUN iajs-3058 229 32 rate rate NOUN iajs-3058 229 33 is be AUX iajs-3058 229 34 the the DET iajs-3058 229 35 highest high ADJ iajs-3058 229 36 and and CCONJ iajs-3058 229 37 best good ADJ iajs-3058 229 38 in in ADP iajs-3058 229 39 this this DET iajs-3058 229 40 research research NOUN iajs-3058 229 41 . . PUNCT iajs-3058 230 1 table table NOUN iajs-3058 230 2 6 6 NUM iajs-3058 230 3 . . PUNCT iajs-3058 230 4 comparison comparison NOUN iajs-3058 230 5 of of ADP iajs-3058 230 6 block block NOUN iajs-3058 230 7 ciphers cipher NOUN iajs-3058 230 8 ' ' PART iajs-3058 230 9 classification classification NOUN iajs-3058 230 10 accuracy accuracy NOUN iajs-3058 230 11 in in ADP iajs-3058 230 12 ecb ecb PROPN iajs-3058 230 13 and and CCONJ iajs-3058 230 14 cbc cbc PROPN iajs-3058 230 15 mode mode NOUN iajs-3058 230 16 . . PUNCT iajs-3058 231 1 the the DET iajs-3058 231 2 suggested suggest VERB iajs-3058 231 3 technique technique NOUN iajs-3058 231 4 , , PUNCT iajs-3058 231 5 which which PRON iajs-3058 231 6 uses use VERB iajs-3058 231 7 the the DET iajs-3058 231 8 same same ADJ iajs-3058 231 9 key key NOUN iajs-3058 231 10 and and CCONJ iajs-3058 231 11 encryption encryption NOUN iajs-3058 231 12 with with ADP iajs-3058 231 13 cbc cbc PROPN iajs-3058 231 14 mode mode NOUN iajs-3058 231 15 , , PUNCT iajs-3058 231 16 is be AUX iajs-3058 231 17 superior superior ADJ iajs-3058 231 18 to to ADP iajs-3058 231 19 the the DET iajs-3058 231 20 source source NOUN iajs-3058 231 21 [ [ X iajs-3058 231 22 4 4 NUM iajs-3058 231 23 ] ] PUNCT iajs-3058 231 24 , , PUNCT iajs-3058 231 25 which which PRON iajs-3058 231 26 also also ADV iajs-3058 231 27 uses use VERB iajs-3058 231 28 the the DET iajs-3058 231 29 same same ADJ iajs-3058 231 30 key key NOUN iajs-3058 231 31 in in ADP iajs-3058 231 32 encryption encryption NOUN iajs-3058 231 33 with with ADP iajs-3058 231 34 cbc cbc PROPN iajs-3058 231 35 mode mode NOUN iajs-3058 231 36 , , PUNCT iajs-3058 231 37 according accord VERB iajs-3058 231 38 to to ADP iajs-3058 231 39 a a DET iajs-3058 231 40 performance performance NOUN iajs-3058 231 41 comparison comparison NOUN iajs-3058 231 42 shown show VERB iajs-3058 231 43 in in ADP iajs-3058 231 44 table table NOUN iajs-3058 231 45 7 7 NUM iajs-3058 231 46 . . PUNCT iajs-3058 231 47 table table NOUN iajs-3058 231 48 7 7 NUM iajs-3058 231 49 . . PUNCT iajs-3058 231 50 comparisons comparison NOUN iajs-3058 231 51 of of ADP iajs-3058 231 52 cbc cbc PROPN iajs-3058 231 53 mode mode NOUN iajs-3058 231 54 block block NOUN iajs-3058 231 55 ciphers cipher NOUN iajs-3058 231 56 using use VERB iajs-3058 231 57 the the DET iajs-3058 231 58 same same ADJ iajs-3058 231 59 key key NOUN iajs-3058 231 60 for for ADP iajs-3058 231 61 classification classification NOUN iajs-3058 231 62 accuracy accuracy NOUN iajs-3058 231 63 . . PUNCT iajs-3058 232 1 7 7 X iajs-3058 232 2 . . X iajs-3058 232 3 conclusions conclusion NOUN iajs-3058 232 4 this this DET iajs-3058 232 5 work work NOUN iajs-3058 232 6 categorizes categorize VERB iajs-3058 232 7 ciphertexts ciphertext NOUN iajs-3058 232 8 generated generate VERB iajs-3058 232 9 by by ADP iajs-3058 232 10 three three NUM iajs-3058 232 11 different different ADJ iajs-3058 232 12 algorithms algorithm NOUN iajs-3058 232 13 , , PUNCT iajs-3058 232 14 including include VERB iajs-3058 232 15 two two NUM iajs-3058 232 16 model model NOUN iajs-3058 232 17 block block NOUN iajs-3058 232 18 ciphers cipher NOUN iajs-3058 232 19 operating operate VERB iajs-3058 232 20 in in ADP iajs-3058 232 21 ecb ecb PROPN iajs-3058 232 22 mode mode NOUN iajs-3058 232 23 and and CCONJ iajs-3058 232 24 two two NUM iajs-3058 232 25 model model NOUN iajs-3058 232 26 block block NOUN iajs-3058 232 27 ciphers cipher NOUN iajs-3058 232 28 running run VERB iajs-3058 232 29 in in ADP iajs-3058 232 30 cbc cbc PROPN iajs-3058 232 31 mode mode NOUN iajs-3058 232 32 . . PUNCT iajs-3058 233 1 the the DET iajs-3058 233 2 objective objective NOUN iajs-3058 233 3 is be AUX iajs-3058 233 4 to to PART iajs-3058 233 5 identify identify VERB iajs-3058 233 6 the the DET iajs-3058 233 7 most most ADV iajs-3058 233 8 accurate accurate ADJ iajs-3058 233 9 classification classification NOUN iajs-3058 233 10 algorithm algorithm NOUN iajs-3058 233 11 for for ADP iajs-3058 233 12 these these DET iajs-3058 233 13 three three NUM iajs-3058 233 14 block block NOUN iajs-3058 233 15 ciphers cipher NOUN iajs-3058 233 16 , , PUNCT iajs-3058 233 17 3des 3des PROPN iajs-3058 233 18 , , PUNCT iajs-3058 233 19 aes aes PROPN iajs-3058 233 20 , , PUNCT iajs-3058 233 21 and and CCONJ iajs-3058 233 22 blowfish blowfish ADJ iajs-3058 233 23 , , PUNCT iajs-3058 233 24 using use VERB iajs-3058 233 25 block block NOUN iajs-3058 233 26 cipher cipher ADJ iajs-3058 233 27 modes mode NOUN iajs-3058 233 28 ( ( PUNCT iajs-3058 233 29 cbc cbc PROPN iajs-3058 233 30 , , PUNCT iajs-3058 233 31 ecb ecb PROPN iajs-3058 233 32 ) ) PUNCT iajs-3058 233 33 . . PUNCT iajs-3058 234 1 in in ADP iajs-3058 234 2 this this DET iajs-3058 234 3 paper paper NOUN iajs-3058 234 4 , , PUNCT iajs-3058 234 5 classified classify VERB iajs-3058 234 6 fully fully ADV iajs-3058 234 7 connected connect VERB iajs-3058 234 8 neural neural ADJ iajs-3058 234 9 networks network NOUN iajs-3058 234 10 are be AUX iajs-3058 234 11 used use VERB iajs-3058 234 12 for for ADP iajs-3058 234 13 identifying identify VERB iajs-3058 234 14 the the DET iajs-3058 234 15 encryption encryption NOUN iajs-3058 234 16 method method NOUN iajs-3058 234 17 , , PUNCT iajs-3058 234 18 and and CCONJ iajs-3058 234 19 their their PRON iajs-3058 234 20 accuracy accuracy NOUN iajs-3058 234 21 is be AUX iajs-3058 234 22 evaluated evaluate VERB iajs-3058 234 23 with with ADP iajs-3058 234 24 a a DET iajs-3058 234 25 confusion confusion NOUN iajs-3058 234 26 matrix matrix NOUN iajs-3058 234 27 . . PUNCT iajs-3058 235 1 the the DET iajs-3058 235 2 same same ADJ iajs-3058 235 3 keys key NOUN iajs-3058 235 4 are be AUX iajs-3058 235 5 used use VERB iajs-3058 235 6 for for ADP iajs-3058 235 7 different different ADJ iajs-3058 235 8 text text NOUN iajs-3058 235 9 data datum NOUN iajs-3058 235 10 . . PUNCT iajs-3058 236 1 the the DET iajs-3058 236 2 paper paper NOUN iajs-3058 236 3 results result NOUN iajs-3058 236 4 show show VERB iajs-3058 236 5 fcnn fcnn ADJ iajs-3058 236 6 classifier classifier NOUN iajs-3058 236 7 has have VERB iajs-3058 236 8 the the DET iajs-3058 236 9 highest high ADJ iajs-3058 236 10 classification classification NOUN iajs-3058 236 11 accuracy accuracy NOUN iajs-3058 236 12 for for ADP iajs-3058 236 13 identifying identify VERB iajs-3058 236 14 encryption encryption NOUN iajs-3058 236 15 methods method NOUN iajs-3058 236 16 for for ADP iajs-3058 236 17 ciphered ciphered ADJ iajs-3058 236 18 data datum NOUN iajs-3058 236 19 . . PUNCT iajs-3058 237 1 the the DET iajs-3058 237 2 accuracy accuracy NOUN iajs-3058 237 3 is be AUX iajs-3058 237 4 in in ADP iajs-3058 237 5 cbc cbc PROPN iajs-3058 237 6 mode mode NOUN iajs-3058 237 7 at at ADP iajs-3058 237 8 88 88 NUM iajs-3058 237 9 % % NOUN iajs-3058 237 10 and and CCONJ iajs-3058 237 11 ecb ecb NOUN iajs-3058 237 12 mode mode NOUN iajs-3058 237 13 at at ADP iajs-3058 237 14 85 85 NUM iajs-3058 237 15 % % NOUN iajs-3058 237 16 using use VERB iajs-3058 237 17 the the DET iajs-3058 237 18 same same ADJ iajs-3058 237 19 key key NOUN iajs-3058 237 20 . . PUNCT iajs-3058 238 1 through through ADP iajs-3058 238 2 this this DET iajs-3058 238 3 research research NOUN iajs-3058 238 4 , , PUNCT iajs-3058 238 5 the the DET iajs-3058 238 6 algorithms algorithm NOUN iajs-3058 238 7 and and CCONJ iajs-3058 238 8 their their PRON iajs-3058 238 9 security security NOUN iajs-3058 238 10 are be AUX iajs-3058 238 11 evaluated evaluate VERB iajs-3058 238 12 , , PUNCT iajs-3058 238 13 as as ADV iajs-3058 238 14 well well ADV iajs-3058 238 15 as as ADP iajs-3058 238 16 the the DET iajs-3058 238 17 modes mode NOUN iajs-3058 238 18 of of ADP iajs-3058 238 19 security security NOUN iajs-3058 238 20 . . PUNCT iajs-3058 239 1 hence hence ADV iajs-3058 239 2 new new ADJ iajs-3058 239 3 techniques technique NOUN iajs-3058 239 4 have have VERB iajs-3058 239 5 to to PART iajs-3058 239 6 develop develop VERB iajs-3058 239 7 to to PART iajs-3058 239 8 identify identify VERB iajs-3058 239 9 encryption encryption NOUN iajs-3058 239 10 methods method NOUN iajs-3058 239 11 . . PUNCT iajs-3058 240 1 in in ADP iajs-3058 240 2 the the DET iajs-3058 240 3 future future NOUN iajs-3058 240 4 , , PUNCT iajs-3058 240 5 mode mode VERB iajs-3058 240 6 the the DET iajs-3058 240 7 proposed propose VERB iajs-3058 240 8 method method NOUN iajs-3058 240 9 accuracy accuracy NOUN iajs-3058 240 10 source source NOUN iajs-3058 240 11 [ [ X iajs-3058 240 12 1 1 NUM iajs-3058 240 13 ] ] PUNCT iajs-3058 240 14 accuracy accuracy NOUN iajs-3058 240 15 ecb ecb NOUN iajs-3058 240 16 85 85 NUM iajs-3058 240 17 % % NOUN iajs-3058 240 18 87.9 87.9 NUM iajs-3058 240 19 % % NOUN iajs-3058 240 20 cbc cbc NOUN iajs-3058 240 21 88 88 NUM iajs-3058 240 22 % % NOUN iajs-3058 240 23 12.64 12.64 NUM iajs-3058 240 24 % % NOUN iajs-3058 240 25 mode mode NOUN iajs-3058 240 26 the the DET iajs-3058 240 27 proposed propose VERB iajs-3058 240 28 method method NOUN iajs-3058 240 29 accuracy accuracy NOUN iajs-3058 240 30 source source NOUN iajs-3058 240 31 [ [ X iajs-3058 240 32 4 4 NUM iajs-3058 240 33 ] ] SYM iajs-3058 240 34 accuracy accuracy NOUN iajs-3058 240 35 same same ADJ iajs-3058 240 36 key key ADJ iajs-3058 240 37 same same ADJ iajs-3058 240 38 key key ADJ iajs-3058 240 39 cbc cbc NOUN iajs-3058 240 40 88 88 NUM iajs-3058 240 41 % % NOUN iajs-3058 240 42 87 87 NUM iajs-3058 240 43 % % NOUN iajs-3058 240 44 ihjpas ihjpa NOUN iajs-3058 240 45 . . PUNCT iajs-3058 241 1 36(1)2023 36(1)2023 NUM iajs-3058 241 2 427 427 NUM iajs-3058 241 3 using use VERB iajs-3058 241 4 the the DET iajs-3058 241 5 properties property NOUN iajs-3058 241 6 of of ADP iajs-3058 241 7 encryption encryption NOUN iajs-3058 241 8 techniques technique NOUN iajs-3058 241 9 , , PUNCT iajs-3058 241 10 we we PRON iajs-3058 241 11 would would AUX iajs-3058 241 12 build build VERB iajs-3058 241 13 efficient efficient ADJ iajs-3058 241 14 categorization categorization NOUN iajs-3058 241 15 features feature NOUN iajs-3058 241 16 based base VERB iajs-3058 241 17 on on ADP iajs-3058 241 18 the the DET iajs-3058 241 19 security security NOUN iajs-3058 241 20 mode mode NOUN iajs-3058 241 21 , , PUNCT iajs-3058 241 22 such such ADJ iajs-3058 241 23 as as ADP iajs-3058 241 24 other other ADJ iajs-3058 241 25 modes mode NOUN iajs-3058 241 26 . . PUNCT iajs-3058 242 1 stream stream NOUN iajs-3058 242 2 ciphers cipher NOUN iajs-3058 242 3 and and CCONJ iajs-3058 242 4 public public ADJ iajs-3058 242 5 key key ADJ iajs-3058 242 6 ciphers cipher NOUN iajs-3058 242 7 are be AUX iajs-3058 242 8 candidates candidate NOUN iajs-3058 242 9 for for ADP iajs-3058 242 10 ciphertext ciphertext NOUN iajs-3058 242 11 classification classification NOUN iajs-3058 242 12 study study NOUN iajs-3058 242 13 simultaneously simultaneously ADV iajs-3058 242 14 . . PUNCT iajs-3058 243 1 references reference NOUN iajs-3058 243 2 1 1 NUM iajs-3058 243 3 . . PUNCT iajs-3058 243 4 hu hu PROPN iajs-3058 243 5 , , PUNCT iajs-3058 243 6 x. x. PROPN iajs-3058 243 7 ; ; PUNCT iajs-3058 243 8 zhao zhao X iajs-3058 243 9 , , PUNCT iajs-3058 243 10 y. y. PROPN iajs-3058 243 11 block block NOUN iajs-3058 243 12 ciphers cipher VERB iajs-3058 243 13 classification classification NOUN iajs-3058 243 14 based base VERB iajs-3058 243 15 on on ADP iajs-3058 243 16 random random ADJ iajs-3058 243 17 forest forest NOUN iajs-3058 243 18 . . PUNCT iajs-3058 244 1 in in ADP iajs-3058 244 2 journal journal PROPN iajs-3058 244 3 of of ADP iajs-3058 244 4 physics physics PROPN iajs-3058 244 5 : : PUNCT iajs-3058 244 6 iop iop PROPN iajs-3058 244 7 publishing publishing NOUN iajs-3058 244 8 . . PUNCT iajs-3058 245 1 conference conference NOUN iajs-3058 245 2 series series PROPN iajs-3058 245 3 2019 2019 NUM iajs-3058 245 4 feb feb NOUN iajs-3058 245 5 1 1 NUM iajs-3058 245 6 , , PUNCT iajs-3058 245 7 1168 1168 NUM iajs-3058 245 8 , , PUNCT iajs-3058 245 9 3 3 NUM iajs-3058 245 10 , , PUNCT iajs-3058 245 11 032015 032015 NUM iajs-3058 245 12 . . PUNCT iajs-3058 246 1 2 2 X iajs-3058 246 2 . . X iajs-3058 246 3 manjula manjula PROPN iajs-3058 246 4 , , PUNCT iajs-3058 246 5 r. r. PROPN iajs-3058 246 6 ; ; PUNCT iajs-3058 246 7 anitha anitha PROPN iajs-3058 246 8 , , PUNCT iajs-3058 246 9 r. r. PROPN iajs-3058 246 10 identification identification NOUN iajs-3058 246 11 of of ADP iajs-3058 246 12 encryption encryption NOUN iajs-3058 246 13 algorithm algorithm NOUN iajs-3058 246 14 using use VERB iajs-3058 246 15 decision decision NOUN iajs-3058 246 16 tree tree NOUN iajs-3058 246 17 . . PUNCT iajs-3058 247 1 in in ADP iajs-3058 247 2 international international ADJ iajs-3058 247 3 conference conference NOUN iajs-3058 247 4 on on ADP iajs-3058 247 5 computer computer NOUN iajs-3058 247 6 science science NOUN iajs-3058 247 7 and and CCONJ iajs-3058 247 8 information information NOUN iajs-3058 247 9 technology technology NOUN iajs-3058 247 10 , , PUNCT iajs-3058 247 11 springer springer NOUN iajs-3058 247 12 , , PUNCT iajs-3058 247 13 berlin berlin PROPN iajs-3058 247 14 , , PUNCT iajs-3058 247 15 heidelberg.2011 heidelberg.2011 PROPN iajs-3058 247 16 , , PUNCT iajs-3058 247 17 january january PROPN iajs-3058 247 18 , , PUNCT iajs-3058 247 19 237 237 NUM iajs-3058 247 20 - - SYM iajs-3058 247 21 246 246 NUM iajs-3058 247 22 . . PUNCT iajs-3058 248 1 3 3 X iajs-3058 248 2 . . X iajs-3058 248 3 swapna swapna PROPN iajs-3058 248 4 , , PUNCT iajs-3058 248 5 s. s. PROPN iajs-3058 248 6 ; ; PUNCT iajs-3058 248 7 dileep dileep PROPN iajs-3058 248 8 , , PUNCT iajs-3058 248 9 ad ad NOUN iajs-3058 248 10 . . PUNCT iajs-3058 248 11 ; ; PUNCT iajs-3058 248 12 sekhar sekhar PROPN iajs-3058 248 13 , , PUNCT iajs-3058 248 14 cc cc PROPN iajs-3058 248 15 . . PROPN iajs-3058 248 16 ; ; PUNCT iajs-3058 248 17 kant kant PROPN iajs-3058 248 18 , , PUNCT iajs-3058 248 19 s. s. PROPN iajs-3058 248 20 block block VERB iajs-3058 248 21 cipher cipher ADJ iajs-3058 248 22 identification identification NOUN iajs-3058 248 23 using use VERB iajs-3058 248 24 support support NOUN iajs-3058 248 25 vector vector NOUN iajs-3058 248 26 classification classification NOUN iajs-3058 248 27 and and CCONJ iajs-3058 248 28 regression regression NOUN iajs-3058 248 29 , , PUNCT iajs-3058 248 30 journal journal NOUN iajs-3058 248 31 of of ADP iajs-3058 248 32 discrete discrete ADJ iajs-3058 248 33 mathematical mathematical ADJ iajs-3058 248 34 sciences science NOUN iajs-3058 248 35 and and CCONJ iajs-3058 248 36 cryptography cryptography NOUN iajs-3058 248 37 . . PUNCT iajs-3058 249 1 2010 2010 NUM iajs-3058 249 2 aug aug PROPN iajs-3058 249 3 1 1 NUM iajs-3058 249 4 , , PUNCT iajs-3058 249 5 13(4),305 13(4),305 NUM iajs-3058 249 6 - - SYM iajs-3058 249 7 18 18 NUM iajs-3058 249 8 . . NOUN iajs-3058 249 9 4 4 NUM iajs-3058 249 10 . . X iajs-3058 250 1 dileep dileep PROPN iajs-3058 250 2 , , PUNCT iajs-3058 250 3 ad ad NOUN iajs-3058 250 4 . . PUNCT iajs-3058 250 5 ; ; PUNCT iajs-3058 250 6 sekhar sekhar PROPN iajs-3058 250 7 , , PUNCT iajs-3058 250 8 cc cc PROPN iajs-3058 250 9 . . NOUN iajs-3058 250 10 identification identification NOUN iajs-3058 250 11 of of ADP iajs-3058 250 12 block block NOUN iajs-3058 250 13 ciphers cipher NOUN iajs-3058 250 14 using use VERB iajs-3058 250 15 support support NOUN iajs-3058 250 16 vector vector NOUN iajs-3058 250 17 machines machine NOUN iajs-3058 250 18 . . PUNCT iajs-3058 251 1 in in ADP iajs-3058 251 2 the the DET iajs-3058 251 3 2006 2006 NUM iajs-3058 251 4 ieee ieee NOUN iajs-3058 251 5 international international ADJ iajs-3058 251 6 joint joint ADJ iajs-3058 251 7 conference conference NOUN iajs-3058 251 8 on on ADP iajs-3058 251 9 neural neural ADJ iajs-3058 251 10 network network NOUN iajs-3058 251 11 proceedings proceeding NOUN iajs-3058 251 12 , , PUNCT iajs-3058 251 13 ieee.2006 ieee.2006 PROPN iajs-3058 251 14 jul jul PROPN iajs-3058 251 15 16 16 NUM iajs-3058 251 16 , , PUNCT iajs-3058 251 17 2696 2696 NUM iajs-3058 251 18 - - SYM iajs-3058 251 19 2701 2701 NUM iajs-3058 251 20 . . PUNCT iajs-3058 252 1 5 5 NUM iajs-3058 252 2 . . X iajs-3058 252 3 tan tan PROPN iajs-3058 252 4 , , PUNCT iajs-3058 252 5 c. c. PROPN iajs-3058 252 6 ; ; PUNCT iajs-3058 252 7 ji ji PROPN iajs-3058 252 8 , , PUNCT iajs-3058 252 9 q. q. PROPN iajs-3058 252 10 an an DET iajs-3058 252 11 approach approach NOUN iajs-3058 252 12 to to ADP iajs-3058 252 13 identifying identify VERB iajs-3058 252 14 cryptographic cryptographic ADJ iajs-3058 252 15 algorithm algorithm NOUN iajs-3058 252 16 from from ADP iajs-3058 252 17 ciphertext ciphertext NOUN iajs-3058 252 18 . . PUNCT iajs-3058 253 1 in2016 in2016 PROPN iajs-3058 253 2 8th 8th PROPN iajs-3058 253 3 ieee ieee PROPN iajs-3058 253 4 international international ADJ iajs-3058 253 5 conference conference NOUN iajs-3058 253 6 on on ADP iajs-3058 253 7 communication communication NOUN iajs-3058 253 8 software software NOUN iajs-3058 253 9 and and CCONJ iajs-3058 253 10 networks network NOUN iajs-3058 253 11 ( ( PUNCT iajs-3058 253 12 iccsn iccsn NOUN iajs-3058 253 13 ) ) PUNCT iajs-3058 253 14 , , PUNCT iajs-3058 253 15 ieee ieee NOUN iajs-3058 253 16 . . PUNCT iajs-3058 254 1 2016 2016 NUM iajs-3058 254 2 jun jun PROPN iajs-3058 254 3 4 4 NUM iajs-3058 254 4 , , PUNCT iajs-3058 254 5 19 19 NUM iajs-3058 254 6 - - SYM iajs-3058 254 7 23 23 NUM iajs-3058 254 8 . . PUNCT iajs-3058 254 9 6 6 NUM iajs-3058 254 10 . . X iajs-3058 254 11 nagireddy nagireddy PROPN iajs-3058 254 12 , , PUNCT iajs-3058 254 13 s. s. PROPN iajs-3058 254 14 a a DET iajs-3058 254 15 pattern pattern NOUN iajs-3058 254 16 recognition recognition NOUN iajs-3058 254 17 approach approach NOUN iajs-3058 254 18 to to PART iajs-3058 254 19 block block VERB iajs-3058 254 20 cipher cipher ADJ iajs-3058 254 21 identification identification NOUN iajs-3058 254 22 . . PUNCT iajs-3058 255 1 master master NOUN iajs-3058 255 2 of of ADP iajs-3058 255 3 science science NOUN iajs-3058 255 4 dissertation dissertation NOUN iajs-3058 255 5 – – PUNCT iajs-3058 255 6 indian indian PROPN iajs-3058 255 7 institute institute PROPN iajs-3058 255 8 of of ADP iajs-3058 255 9 technology technology PROPN iajs-3058 255 10 madras,2008 madras,2008 NOUN iajs-3058 255 11 . . PUNCT iajs-3058 256 1 7 7 X iajs-3058 256 2 . . X iajs-3058 256 3 krishna krishna PROPN iajs-3058 256 4 , , PUNCT iajs-3058 256 5 nivedhitha nivedhitha PROPN iajs-3058 256 6 ramarathnam ramarathnam NOUN iajs-3058 256 7 . . PUNCT iajs-3058 257 1 classifying classify VERB iajs-3058 257 2 classic classic ADJ iajs-3058 257 3 ciphers cipher NOUN iajs-3058 257 4 using use VERB iajs-3058 257 5 machine machine NOUN iajs-3058 257 6 learning learn VERB iajs-3058 257 7 2019 2019 NUM iajs-3058 257 8 . . PUNCT iajs-3058 258 1 8 8 NUM iajs-3058 258 2 . . X iajs-3058 259 1 liu liu PROPN iajs-3058 259 2 , , PUNCT iajs-3058 259 3 h. h. PROPN iajs-3058 259 4 ; ; PUNCT iajs-3058 259 5 lang lang PROPN iajs-3058 259 6 , , PUNCT iajs-3058 259 7 b. b. PROPN iajs-3058 259 8 machine machine NOUN iajs-3058 259 9 learning learning NOUN iajs-3058 259 10 and and CCONJ iajs-3058 259 11 deep deep ADJ iajs-3058 259 12 learning learning NOUN iajs-3058 259 13 methods method NOUN iajs-3058 259 14 for for ADP iajs-3058 259 15 intrusion intrusion NOUN iajs-3058 259 16 detection detection NOUN iajs-3058 259 17 systems system NOUN iajs-3058 259 18 : : PUNCT iajs-3058 259 19 a a DET iajs-3058 259 20 survey survey NOUN iajs-3058 259 21 . . PUNCT iajs-3058 260 1 applied apply VERB iajs-3058 260 2 sciences science NOUN iajs-3058 260 3 . . PUNCT iajs-3058 261 1 2019 2019 NUM iajs-3058 261 2 oct oct NOUN iajs-3058 261 3 17 17 NUM iajs-3058 261 4 , , PUNCT iajs-3058 261 5 9(20),4396 9(20),4396 NUM iajs-3058 261 6 . . PUNCT iajs-3058 262 1 9 9 X iajs-3058 262 2 . . X iajs-3058 262 3 sarker sarker NOUN iajs-3058 262 4 , , PUNCT iajs-3058 262 5 ih ih X iajs-3058 262 6 . . PUNCT iajs-3058 263 1 deep deep ADJ iajs-3058 263 2 learning learning NOUN iajs-3058 263 3 : : PUNCT iajs-3058 263 4 a a DET iajs-3058 263 5 comprehensive comprehensive ADJ iajs-3058 263 6 overview overview NOUN iajs-3058 263 7 on on ADP iajs-3058 263 8 techniques technique NOUN iajs-3058 263 9 , , PUNCT iajs-3058 263 10 taxonomy taxonomy NOUN iajs-3058 263 11 , , PUNCT iajs-3058 263 12 applications application NOUN iajs-3058 263 13 and and CCONJ iajs-3058 263 14 research research NOUN iajs-3058 263 15 directions direction NOUN iajs-3058 263 16 . . PUNCT iajs-3058 264 1 sn sn PROPN iajs-3058 264 2 computer computer NOUN iajs-3058 264 3 science science NOUN iajs-3058 264 4 . . PUNCT iajs-3058 265 1 2021 2021 NUM iajs-3058 265 2 nov nov PROPN iajs-3058 265 3 , , PUNCT iajs-3058 265 4 2(6),1 2(6),1 NUM iajs-3058 265 5 - - SYM iajs-3058 265 6 20 20 NUM iajs-3058 265 7 . . PUNCT iajs-3058 265 8 10 10 NUM iajs-3058 265 9 . . PUNCT iajs-3058 265 10 sohal sohal NOUN iajs-3058 265 11 , , PUNCT iajs-3058 265 12 m. m. NOUN iajs-3058 265 13 ; ; PUNCT iajs-3058 265 14 sharma sharma PROPN iajs-3058 265 15 , , PUNCT iajs-3058 265 16 s. s. PROPN iajs-3058 265 17 bdna bdna PROPN iajs-3058 265 18 - - PUNCT iajs-3058 265 19 a a DET iajs-3058 265 20 dna dna PROPN iajs-3058 265 21 inspired inspire VERB iajs-3058 265 22 symmetric symmetric ADJ iajs-3058 265 23 key key ADJ iajs-3058 265 24 cryptographic cryptographic ADJ iajs-3058 265 25 technique technique NOUN iajs-3058 265 26 to to PART iajs-3058 265 27 secure secure VERB iajs-3058 265 28 cloud cloud NOUN iajs-3058 265 29 computing computing NOUN iajs-3058 265 30 . . PUNCT iajs-3058 266 1 journal journal PROPN iajs-3058 266 2 of of ADP iajs-3058 266 3 king king PROPN iajs-3058 266 4 saud saud PROPN iajs-3058 266 5 university university PROPN iajs-3058 266 6 - - PUNCT iajs-3058 266 7 computer computer NOUN iajs-3058 266 8 and and CCONJ iajs-3058 266 9 information information NOUN iajs-3058 266 10 sciences science NOUN iajs-3058 266 11 . . PUNCT iajs-3058 267 1 2022 2022 NUM iajs-3058 267 2 jan jan PROPN iajs-3058 267 3 1 1 NUM iajs-3058 267 4 , , PUNCT iajs-3058 267 5 34(1):1417 34(1):1417 NUM iajs-3058 267 6 - - SYM iajs-3058 267 7 25 25 NUM iajs-3058 267 8 . . PUNCT iajs-3058 268 1 11 11 NUM iajs-3058 268 2 . . X iajs-3058 268 3 vuppala vuppala PROPN iajs-3058 268 4 , , PUNCT iajs-3058 268 5 a. a. NOUN iajs-3058 268 6 ; ; PUNCT iajs-3058 268 7 roshan roshan PROPN iajs-3058 268 8 , , PUNCT iajs-3058 268 9 rs rs NOUN iajs-3058 268 10 . . PUNCT iajs-3058 268 11 ; ; PUNCT iajs-3058 269 1 nawaz nawaz NOUN iajs-3058 269 2 , , PUNCT iajs-3058 269 3 s. s. PROPN iajs-3058 269 4 ; ; PUNCT iajs-3058 269 5 ravindra ravindra PROPN iajs-3058 269 6 , , PUNCT iajs-3058 269 7 jv jv PROPN iajs-3058 269 8 . . PUNCT iajs-3058 270 1 an an DET iajs-3058 270 2 efficient efficient ADJ iajs-3058 270 3 optimization optimization NOUN iajs-3058 270 4 and and CCONJ iajs-3058 270 5 secured secure VERB iajs-3058 270 6 triple triple ADJ iajs-3058 270 7 data datum NOUN iajs-3058 270 8 encryption encryption NOUN iajs-3058 270 9 standard standard NOUN iajs-3058 270 10 using use VERB iajs-3058 270 11 enhanced enhanced ADJ iajs-3058 270 12 key key ADJ iajs-3058 270 13 scheduling scheduling NOUN iajs-3058 270 14 algorithm algorithm NOUN iajs-3058 270 15 . . PUNCT iajs-3058 271 1 procedia procedia PROPN iajs-3058 271 2 computer computer NOUN iajs-3058 271 3 science science NOUN iajs-3058 271 4 . . PUNCT iajs-3058 272 1 2020 2020 NUM iajs-3058 272 2 jan jan PROPN iajs-3058 272 3 1 1 NUM iajs-3058 272 4 , , PUNCT iajs-3058 272 5 171,1054 171,1054 NUM iajs-3058 272 6 - - SYM iajs-3058 272 7 63 63 NUM iajs-3058 272 8 . . PUNCT iajs-3058 273 1 12 12 NUM iajs-3058 273 2 . . PUNCT iajs-3058 274 1 nagireddy nagireddy PROPN iajs-3058 274 2 , , PUNCT iajs-3058 274 3 s. s. PROPN iajs-3058 274 4 a a DET iajs-3058 274 5 pattern pattern NOUN iajs-3058 274 6 recognition recognition NOUN iajs-3058 274 7 approach approach NOUN iajs-3058 274 8 to to PART iajs-3058 274 9 block block VERB iajs-3058 274 10 cipher cipher ADJ iajs-3058 274 11 identification identification NOUN iajs-3058 274 12 . . PUNCT iajs-3058 275 1 lap lap NOUN iajs-3058 275 2 lambert lambert PROPN iajs-3058 275 3 academic academic PROPN iajs-3058 275 4 publishing.2019 publishing.2019 PROPN iajs-3058 276 1 . . PROPN iajs-3058 276 2 13 13 NUM iajs-3058 276 3 . . 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PUNCT iajs-3058 279 1 2019 2019 NUM iajs-3058 279 2 feb feb NOUN iajs-3058 279 3 1 1 NUM iajs-3058 279 4 , , PUNCT iajs-3058 279 5 1168 1168 NUM iajs-3058 279 6 , , PUNCT iajs-3058 279 7 3 3 NUM iajs-3058 279 8 , , PUNCT iajs-3058 279 9 032015 032015 NUM iajs-3058 279 10 . . PUNCT iajs-3058 280 1 14 14 NUM iajs-3058 280 2 . . PUNCT iajs-3058 280 3 kopal kopal PROPN iajs-3058 280 4 , , PUNCT iajs-3058 280 5 n. n. NOUN iajs-3058 280 6 of of ADP iajs-3058 280 7 ciphers cipher NOUN iajs-3058 280 8 and and CCONJ iajs-3058 280 9 neurons neuron NOUN iajs-3058 280 10 – – PUNCT iajs-3058 280 11 detecting detect VERB iajs-3058 280 12 the the DET iajs-3058 280 13 type type NOUN iajs-3058 280 14 of of ADP iajs-3058 280 15 ciphers cipher NOUN iajs-3058 280 16 using use VERB iajs-3058 280 17 artificial artificial ADJ iajs-3058 280 18 neural neural ADJ iajs-3058 280 19 networks network NOUN iajs-3058 280 20 . . 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