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"

42 / 42 papers shown

Title
Skeletonization of neuronal processes using Discrete Morse techniques from computational topology Samik Banerjee Caleb Stam Daniel J. Tward Steven Savoia Yusu Wang Partha P.Mitra 28 0 0 12 May 2025
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 41 0 0 25 Apr 2025
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs Alexandra Bazarova Aleksandr Yugay Andrey Shulga A. Ermilova Andrei Volodichev ... Dmitry Simakov M. Savchenko Andrey Savchenko Serguei Barannikov Alexey Zaytsev HILM 33 0 0 14 Apr 2025
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures Yousef Yeganeh Rui Xiao Goktug Guvercin Nassir Navab Azade Farshad MedIm 45 0 0 31 Dec 2024
Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural Integrity Tianqi Shen Shaohua Liu Jiaqi Feng Ziye Ma Ning An 79 0 0 21 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 35 1 0 21 Jun 2024
Topological Analysis for Detecting Anomalies (TADA) in Time Series Frédéric Chazal Martin Royer Clément Levrard 51 0 0 10 Jun 2024
A distribution-guided Mapper algorithm Yuyang Tao Shufei Ge 16 1 0 19 Jan 2024
Notes on Applicability of Explainable AI Methods to Machine Learning Models Using Features Extracted by Persistent Homology Naofumi Hama 42 0 0 15 Oct 2023
Topological Data Mapping of Online Hate Speech, Misinformation, and General Mental Health: A Large Language Model Based Study Andrew Alexander Hongbin Wang 14 1 0 22 Sep 2023
Disentanglement Learning via Topology Nikita Balabin Daria Voronkova I. Trofimov Evgeny Burnaev S. Barannikov DRL 58 2 0 24 Aug 2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 56 5 0 22 Aug 2023
Higher-order topological kernels via quantum computation Massimiliano Incudini F. Martini Alessandra Di Pierro 22 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 21 1 0 06 Jul 2023
A fast topological approach for predicting anomalies in time-varying graphs Umar Islambekov Hasani Pathirana O. Khormali Cüneyt Gürcan Akçora Ekaterina Smirnova 21 1 0 11 May 2023
Euler Characteristic Tools For Topological Data Analysis Olympio Hacquard Vadim Lebovici 28 9 0 24 Mar 2023
Learning Topology-Preserving Data Representations I. Trofimov D. Cherniavskii Eduard Tulchinskii Nikita Balabin Evgeny Burnaev S. Barannikov 16 20 0 31 Jan 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 29 0 0 25 Nov 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery Andac Demir Baris Coskunuzer I. Segovia-Dominguez Yuzhou Chen Yulia R. Gel B. Kiziltan 18 16 0 07 Nov 2022
An Adversarial Robustness Perspective on the Topology of Neural Networks Morgane Goibert Thomas Ricatte Elvis Dohmatob AAML 11 2 0 04 Nov 2022
A Simplified Algorithm for Identifying Abnormal Changes in Dynamic Networks Bouchaib Azamir Driss Bennis Bertrand Michel 34 0 0 17 Oct 2022
On topological data analysis for SHM; an introduction to persistent homology T. Gowdridge Nikolaos Devilis Keith Worden 21 5 0 12 Sep 2022
Classification of Stochastic Processes with Topological Data Analysis Ismail Güzel A. Kaygun AI4TS 14 3 0 08 Jun 2022
Topological Data Analysis in Time Series: Temporal Filtration and Application to Single-Cell Genomics Baihan Lin AI4TS 18 7 0 29 Apr 2022
Representation Topology Divergence: A Method for Comparing Neural Network Representations S. Barannikov I. Trofimov Nikita Balabin Evgeny Burnaev 3DPC 35 45 0 31 Dec 2021
Dist2Cycle: A Simplicial Neural Network for Homology Localization A. Keros Vidit Nanda Kartic Subr 19 28 0 28 Oct 2021
Tangent Space and Dimension Estimation with the Wasserstein Distance Uzu Lim Harald Oberhauser Vidit Nanda 44 8 0 12 Oct 2021
Non-Euclidean Self-Organizing Maps Dorota Celinska-Kopczynska 18 2 0 24 Sep 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 132 121 0 16 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 19 108 0 01 Jul 2021
Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs Théo Lacombe Yuichi Ike Mathieu Carrière Frédéric Chazal Marc Glisse Yuhei Umeda 29 20 0 07 May 2021
Robust Persistence Diagrams using Reproducing Kernels Siddharth Vishwanath Kenji Fukumizu S. Kuriki Bharath K. Sriperumbudur 21 7 0 17 Jun 2020
The role of exchangeability in causal inference O. Saarela D. Stephens E. Moodie 36 5 0 02 Jun 2020
Bootstrapping Persistent Betti Numbers and Other Stabilizing Statistics Benjamin Roycraft Johannes T. N. Krebs W. Polonik 22 6 0 04 May 2020
Deep Graph Mapper: Seeing Graphs through the Neural Lens Cristian Bodnar Cătălina Cangea Pietro Lió 25 42 0 10 Feb 2020
Dissecting Ethereum Blockchain Analytics: What We Learn from Topology and Geometry of Ethereum Graph Yitao Li Umar Islambekov Cüneyt Gürcan Akçora Ekaterina Smirnova Yulia R. Gel Murat Kantarcioglu 6 38 0 20 Dec 2019
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 21 44 0 18 Aug 2019
Topological Data Analysis for Arrhythmia Detection through Modular Neural Networks Meryll Dindin Yuhei Umeda Frédéric Chazal 11 45 0 13 Jun 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 34 626 0 29 Mar 2019
On the asymptotic normality of persistent Betti numbers Johannes T. N. Krebs W. Polonik 11 17 0 08 Mar 2019
Statistical topological data analysis using persistence landscapes Peter Bubenik 112 846 0 27 Jul 2012