专题:Topological and Geometric Data Analysis

This cluster of papers focuses on the application of topological data analysis in various scientific and engineering domains. It covers topics such as persistent homology, shape analysis, statistical topology, machine learning, and spatial data.
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近5年高被引文献
TS2Vec: Towards Universal Representation of Time Series

conference-paper Full Text OpenAlex 842 FWCI112.3036

What Are Higher-Order Networks?

article Full Text OpenAlex 416 FWCI38.612

The specious art of single-cell genomics

article Full Text OpenAlex 378 FWCI24.8346

Uniform manifold approximation and projection

review Full Text OpenAlex 339 FWCI17.6646

The Illusion of Topological Compression: Why Persistent Homology Fails as a Real-Time Prompt-Injection Defense

preprint Full Text OpenAlex 252 FWCI0

Computational Topology for Data Analysis

book Full Text OpenAlex 171 FWCI31.7701

Topological data analysis in biomedicine: A review

article Full Text OpenAlex 166 FWCI16.835

Persistent Homology Analysis for Materials Research and Persistent Homology Software: HomCloud

article Full Text OpenAlex 147 FWCI14.7208

PointMamba: A Simple State Space Model for Point Cloud Analysis

conference-paper Full Text OpenAlex 142 FWCI39.7376

Networks behind the morphology and structural design of living systems

article Full Text OpenAlex 128 FWCI10.1786