id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-4230	Snigdha Madhab Ghosh	Nonlinear Algebraic Topology: A Framework for High-Dimensional Data Analysis	2025	18	.pdf	application/pdf	7179	355	34	In machine learning, topological data analysis (TDA) has been applied to enhance model performances and explanation, especially when the data set is high-dimensional and complicated nonlinear. Topological data analysis for machine learning: A survey.	cache/cana-4230.pdf	txt/cana-4230.txt