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persistence diagram

29 papers

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Also known as

PD

Co-occurring keywords

topological data analysis (122) persistent homology (95) kernel methods (1097) wasserstein distance (417) vector representation (56) support vector machine (978) feature extraction (1580) topological feature (27) convergence rate (607) optimal transport (948)

Papers

Differentially Private Topological Data Analysis JMLR 2024
On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024
A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams AAAI 2024
Wasserstein convergence of Cech persistence diagrams for samplings of submanifolds NIPS 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024
Towards a Persistence Diagram that is Robust to Noise and Varied Densities ICML 2023
Persistent Homology through Image Segmentation (Student Abstract) AAAI 2023
A Computationally Efficient Framework for Vector Representation of Persistence Diagrams JMLR 2022
Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT NIPS 2022
A Fast and Robust Method for Global Topological Functional Optimization AISTATS 2021
ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning AISTATS 2021
Uncovering the Topology of Time-Varying fMRI Data using Cubical Persistence NIPS 2020
PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures AISTATS 2020
Robust Persistence Diagrams using Reproducing Kernels NIPS 2020
Persistence Bag-of-Words for Topological Data Analysis IJCAI 2019
Learning metrics for persistence-based summaries and applications for graph classification NIPS 2019
Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams JMLR 2019
Polynomial Representation for Persistence Diagram CVPR 2019
Kernel Method for Persistence Diagrams via Kernel Embedding and Weight Factor JMLR 2018
Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams NIPS 2018
Large Scale computation of Means and Clusters for Persistence Diagrams using Optimal Transport NIPS 2018
Persistence Images: A Stable Vector Representation of Persistent Homology JMLR 2017
Sliced Wasserstein Kernel for Persistence Diagrams ICML 2017
Persistence weighted Gaussian kernel for topological data analysis ICML 2016
Convergence Rates for Persistence Diagram Estimation in Topological Data Analysis JMLR 2015