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persistent homology

95 papers

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Also known as

PH

Co-occurring keywords

topological data analysis (122) topological feature (27) graph neural network (3962) persistence diagram (29) graph classification (212) neural network (6616) representation learning (6206) point cloud (1480) convolutional neural network (4226) deep neural network (1803)

Papers

IVFS: Simple and Efficient Feature Selection for High Dimensional Topology Preservation AAAI 2020
A Topology Layer for Machine Learning AISTATS 2020
Learning Representations of Persistence Barcodes JMLR 2019
Connectivity-Optimized Representation Learning via Persistent Homology ICML 2019
A Persistent Weisfeiler-Lehman Procedure for Graph Classification ICML 2019
Topological Data Analysis of Decision Boundaries with Application to Model Selection ICML 2019
A Topological Regularizer for Classifiers via Persistent Homology AISTATS 2019
Learning metrics for persistence-based summaries and applications for graph classification NIPS 2019
Robust Topological Inference: Distance To a Measure and Kernel Distance JMLR 2018
Composing Tree Graphical Models with Persistent Homology Features for Clustering Mixed-Type Data ICML 2017
Persistence Images: A Stable Vector Representation of Persistent Homology JMLR 2017
Deep Learning with Topological Signatures NIPS 2017
Statistical Topological Data Analysis - A Kernel Perspective NIPS 2015
Convergence Rates for Persistence Diagram Estimation in Topological Data Analysis JMLR 2015
Subsampling Methods for Persistent Homology ICML 2015
Convergence rates for persistence diagram estimation in Topological Data Analysis ICML 2014
A Fast and Robust Algorithm to Count Topologically Persistent Holes in Noisy Clouds CVPR 2014
Multiscale Topological Trajectory Classification with Persistent Homology RSS 2014
Multi-scale Topological Features for Hand Posture Representation and Analysis ICCV 2013
Persistent Homology for Learning Densities with Bounded Support NIPS 2012