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math.AT2024
Vectorization of Persistence Diagrams for Topological Data Analysis in R and Python Using TDAvec Package
Aleksei Luchinsky, Umar Islambekov
Persistent homology is a widely-used tool in topological data analysis (TDA) for understanding the underlying shape of complex data. By constructing a filtration of simplicial comp…
cs.LG2024★ 1 cited
Explaining the Power of Topological Data Analysis in Graph Machine Learning
Funmilola Mary Taiwo, Umar Islambekov, Cuneyt Gurcan Akcora
Topological Data Analysis (TDA) has been praised by researchers for its ability to capture intricate shapes and structures within data. TDA is considered robust in handling noisy a…