Statistical topological data analysis using persistence landscapes

27 July 2012

Papers citing "Statistical topological data analysis using persistence landscapes"

30 / 30 papers shown

Title
Directional Sign Loss: A Topology-Preserving Loss Function that Approximates the Sign of Finite Differences Harvey Dam Tripti Agarwal Ganesh Gopalakrishnan 33 0 0 05 Apr 2025
A Mapper Algorithm with implicit intervals and its optimization Yuyang Tao Shufei Ge 68 0 0 16 Dec 2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 37 6 0 11 Jun 2024
Tensor-view Topological Graph Neural Network Tao Wen Elynn Chen Yuzhou Chen 18 8 0 22 Jan 2024
Explaining the Power of Topological Data Analysis in Graph Machine Learning Funmilola Mary Taiwo Umar Islambekov Cüneyt Gürcan Akçora AI4CE 16 3 0 08 Jan 2024
Improving Self-supervised Molecular Representation Learning using Persistent Homology Yuankai Luo Lei Shi Veronika Thost SSL 6 8 0 29 Nov 2023
Wasserstein Auto-Encoders of Merge Trees (and Persistence Diagrams) Mathieu Pont Julien Tierny 8 3 0 05 Jul 2023
Topology-Aware Focal Loss for 3D Image Segmentation Andac Demir Elie Massaad B. Kiziltan 10 8 0 24 Apr 2023
Euler Characteristic Tools For Topological Data Analysis Olympio Hacquard Vadim Lebovici 20 9 0 24 Mar 2023
Invariant Representations of Embedded Simplicial Complexes Taejin Paik 10 1 0 27 Feb 2023
Importance attribution in neural networks by means of persistence landscapes of time series Aina Ferrà Carles Casacuberta O. Pujol AI4TS 34 4 0 06 Feb 2023
Testing Homological Equivalence Using Betti Numbers Satish Kumar S. Dhar 12 0 0 25 Nov 2022
A Novel Tree Visualization to Guide Interactive Exploration of Multi-dimensional Topological Hierarchies Y. Livnat D. Maljovec A. Gyulassy Dr Baptiste Mouginot Valerio Pascucci 12 0 0 15 Aug 2022
Principal Geodesic Analysis of Merge Trees (and Persistence Diagrams) Mathieu Pont Jules Vidal Julien Tierny 11 7 0 22 Jul 2022
A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science Lander Ver Hoef Henry Adams E. King I. Ebert‐Uphoff 17 16 0 21 Jul 2022
Scalable algorithms for physics-informed neural and graph networks K. Shukla Mengjia Xu N. Trask George Karniadakis PINN AI4CE 42 39 0 16 May 2022
Approximating Persistent Homology for Large Datasets Yueqi Cao Anthea Monod 8 9 0 19 Apr 2022
Persistent Homology for Breast Tumor Classification using Mammogram Scans Aras T. Asaad Dashti Ali Taban F. Majeed R. Rashid 21 11 0 07 Jan 2022
Nonparametric Topological Layers in Neural Networks Dongfang Zhao 6 0 0 27 Nov 2021
Activation Landscapes as a Topological Summary of Neural Network Performance Matthew Wheeler Jose J. Bouza Peter Bubenik 16 19 0 19 Oct 2021
Quantum Topological Data Analysis with Linear Depth and Exponential Speedup Shashanka Ubaru I. Akhalwaya M. Squillante K. Clarkson L. Horesh 14 26 0 05 Aug 2021
Bootstrapping Persistent Betti Numbers and Other Stabilizing Statistics Benjamin Roycraft Johannes T. N. Krebs W. Polonik 11 5 0 04 May 2020
Topological Machine Learning for Multivariate Time Series Chengyuan Wu C. Hargreaves AI4TS 17 10 0 27 Nov 2019
A persistent homology approach to heart rate variability analysis with an application to sleep-wake classification Yu-Min Chung Chuan-Shen Hu Y. Lo Hau‐Tieng Wu 13 51 0 09 Aug 2019
The persistence landscape and some of its properties Peter Bubenik 23 62 0 11 Oct 2018
Persistent homology machine learning for fingerprint classification Noah Giansiracusa Robert S. Giansiracusa Chul Moon 25 41 0 24 Nov 2017
Supervised Learning with Indefinite Topological Kernels T. Padellini P. Brutti 16 6 0 20 Sep 2017
Sparse-TDA: Sparse Realization of Topological Data Analysis for Multi-Way Classification W. Guo Krithika Manohar Steven L. Brunton A. Banerjee 21 31 0 12 Jan 2017
Applying Topological Persistence in Convolutional Neural Network for Music Audio Signals Jen-Yu Liu Shyh-Kang Jeng Yi-Hsuan Yang 16 35 0 26 Aug 2016
Robust Topological Inference: Distance To a Measure and Kernel Distance Frédéric Chazal Brittany Terese Fasy F. Lecci Bertrand Michel Alessandro Rinaldo Larry A. Wasserman 32 175 0 22 Dec 2014