An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists

11 October 2017

Papers citing "An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists"

18 / 18 papers shown

Title
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 34 0 0 25 Apr 2025
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures Yousef Yeganeh Rui Xiao Goktug Guvercin Nassir Navab Azade Farshad MedIm 40 0 0 31 Dec 2024
MOUNTAINEER: Topology-Driven Visual Analytics for Comparing Local Explanations Parikshit Solunke Vitória Guardieiro Joao Rulff Peter Xenopoulos G. Chan Brian Barr L. G. Nonato Claudio Silva 23 1 0 21 Jun 2024
A distribution-guided Mapper algorithm Yuyang Tao Shufei Ge 11 1 0 19 Jan 2024
Notes on Applicability of Explainable AI Methods to Machine Learning Models Using Features Extracted by Persistent Homology Naofumi Hama 22 0 0 15 Oct 2023
Disentanglement Learning via Topology Nikita Balabin Daria Voronkova I. Trofimov Evgeny Burnaev S. Barannikov DRL 38 2 0 24 Aug 2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 34 5 0 22 Aug 2023
Higher-order topological kernels via quantum computation Massimiliano Incudini F. Martini Alessandra Di Pierro 12 1 0 14 Jul 2023
Topology-Aware Loss for Aorta and Great Vessel Segmentation in Computed Tomography Images Seher Ozcelik S. Unver I. A. Gurses R. Turkay Cigdem Demir 11 1 0 06 Jul 2023
Euler Characteristic Tools For Topological Data Analysis Olympio Hacquard Vadim Lebovici 28 9 0 24 Mar 2023
Designing Feature Vector Representations: A case study from Chemistry S. S. Thygesen Daniel Witschard Andreas Kerren Talha Bin Masood Ingrid Hotz 11 0 0 07 Dec 2022
Testing Homological Equivalence Using Betti Numbers Satish Kumar S. Dhar 18 0 0 25 Nov 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization A. Keros Vidit Nanda Kartic Subr 11 28 0 28 Oct 2021
Tangent Space and Dimension Estimation with the Wasserstein Distance Uzu Lim Harald Oberhauser Vidit Nanda 27 8 0 12 Oct 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 6 105 0 01 Jul 2021
Bootstrapping Persistent Betti Numbers and Other Stabilizing Statistics Benjamin Roycraft Johannes T. N. Krebs W. Polonik 22 5 0 04 May 2020
ChainNet: Learning on Blockchain Graphs with Topological Features Nazmiye Ceren Abay Cüneyt Gürcan Akçora Yulia R. Gel Umar Islambekov Murat Kantarcioglu Yahui Tian B. Thuraisingham 11 43 0 18 Aug 2019
Statistical topological data analysis using persistence landscapes Peter Bubenik 94 842 0 27 Jul 2012