conftrace_

topological data analysis

122 papers

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Also known as

TDA

Co-occurring keywords

persistent homology (95) persistence diagram (29) graph neural network (3962) kernel methods (1097) point cloud (1480) neural network (6616) feature extraction (1580) wasserstein distance (417) convolutional neural network (4226) manifold learning (403)

Papers

Polynomial Representation for Persistence Diagram CVPR 2019
A Persistent Weisfeiler-Lehman Procedure for Graph Classification ICML 2019
Robust Topological Inference: Distance To a Measure and Kernel Distance JMLR 2018
Topological mixture estimation ICML 2018
Kernel Method for Persistence Diagrams via Kernel Embedding and Weight Factor JMLR 2018
To Trust Or Not To Trust A Classifier NIPS 2018
Statistical Analysis and Parameter Selection for Mapper JMLR 2018
Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams NIPS 2018
Composing Tree Graphical Models with Persistent Homology Features for Clustering Mixed-Type Data ICML 2017
Deep Learning with Topological Signatures NIPS 2017
Sliced Wasserstein Kernel for Persistence Diagrams ICML 2017
Persistence weighted Gaussian kernel for topological data analysis ICML 2016
A Stable Multi-Scale Kernel for Topological Machine Learning CVPR 2015
Statistical Topological Data Analysis - A Kernel Perspective NIPS 2015
Subsampling Methods for Persistent Homology ICML 2015
Statistical Topological Data Analysis using Persistence Landscapes JMLR 2015
Convergence Rates for Persistence Diagram Estimation in Topological Data Analysis JMLR 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
Minimax rates for homology inference AISTATS 2012
Persistent Homology for Learning Densities with Bounded Support NIPS 2012
Data Skeletonization via Reeb Graphs NIPS 2011