id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-1285	Swamydoss D	Integrating Nonlinear Dynamics and Statistical Methods in Deep Learning Models for Biochemical Component Analysis	2024	15	.pdf	application/pdf	5058	289	34	Still, the relatively new and growing discipline of including nonlinear dynamics into deep learning models offers the means for more accurate and interpretable study of biological data [5]. While current methods such DeepBIO, NNLM, and UniDL4BioPep show great advancement in their respective sectors, nonlinear dynamics still cannot be effectively added into deep learning models for biochemical component analysis.	cache/cana-1285.pdf	txt/cana-1285.txt