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Published at November 21

Persistent Homology for Structural Characterization in Disordered Systems

cond-mat.dis-nn

cond-mat.mtrl-sci

math-ph

Released Date: November 21, 2024

Authors: An Wang¹, Li Zou²

Aff.: ¹Department of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom; ²Department of Cognitive Robotics, Delft University of Technology, 2628 CD Delft, The Netherlands

Arxiv: http://arxiv.org/abs/2411.14390v1

		Task 1 (Local)		Task 2 (Global)
Models	Metrics	Variance		Variance
		98%	50%	98%	45%
SVM (Linear)	Accuracy	86.1%	84.2%	96.1%	94.2%
SVM (Linear)	MCC	0.723	0.686	0.763	0.763
SVM (RBF)	Accuracy	86.1%	82.4%	95.5%	91.5%
SVM (RBF)	MCC	0.723	0.649	0.760	0.715
Number of Predictors		188	7	122	1