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giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration

6 April 2020

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Papers citing "giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration"

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Title
Torsion in Persistent Homology and Neural Networks Maria Walch 30 0 0 03 Jun 2025
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning Zixin Lin Nur Fariha Syaqina Zulkepli AI4TS AI4CE 54 0 0 31 Mar 2025
Preserving Information: How does Topological Data Analysis improve Neural Network performance? A. Stolarek W. Jaworek 69 0 0 27 Nov 2024
Bi-Filtration and Stability of TDA Mapper for Point Cloud Data Wako Bungula Isabel Darcy 22 2 0 25 Sep 2024
What makes math problems hard for reinforcement learning: a case study Ali Shehper A. Medina-Mardones Lucas Fagan Angus Gruen Piotr Kucharski Sergei Gukov Piotr Kucharski Zhenghan Wang Sergei Gukov 82 3 0 27 Aug 2024
Topology-Preserving Downsampling of Binary Images Chia-Chia Chen Chi-Han Peng MedIm 23 2 0 25 Jul 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 66 3 0 21 Jun 2024
Blowfish: Topological and statistical signatures for quantifying ambiguity in semantic search T. R. Barillot Alex De Castro 56 0 0 12 Jun 2024
On the Limitations of Fractal Dimension as a Measure of Generalization Charlie Tan Inés García-Redondo Qiquan Wang M. Bronstein Anthea Monod AI4CE 58 0 0 04 Jun 2024
Massively Parallel Computation of Similarity Matrices from Piecewise Constant Invariants Björn H. Wehlin 37 0 0 10 Apr 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 99 35 0 14 Feb 2024
Train-Free Segmentation in MRI with Cubical Persistent Homology Anton François Raphael Tinarrage 3DV 57 2 0 02 Jan 2024
Image Classification using Combination of Topological Features and Neural Networks Mariana Dória Prata Lima Gilson Antonio Giraldi G. F. M. Junior 24 2 0 10 Nov 2023
Landslide Topology Uncovers Failure Movements Kamal Rana Kushanav Bhuyan Joaquin Vicente Ferrer Fabrice Cotton U. Öztürk Filippo Catani Nishant Malik AI4CE 55 13 0 14 Oct 2023
A Topological Machine Learning Pipeline for Classification Francesco Conti Davide Moroni M. A. Pascali 45 11 0 26 Sep 2023
Visualizing Topological Importance: A Class-Driven Approach Yu Qin Brittany Terese Fasy C. Wenk Brian Summa FAtt 36 0 0 22 Sep 2023
Machine learning and Topological data analysis identify unique features of human papillae in 3D scans R. Andreeva A. Sarkar Rik Sarkar 14 6 0 12 Jul 2023
Topological Parallax: A Geometric Specification for Deep Perception Models Abraham Smith Michael J. Catanzaro Gabrielle Angeloro Nirav Patel Paul Bendich 51 1 0 20 Jun 2023
Wavelet-Based Density Estimation for Persistent Homology Konstantin Häberle B. Bravi Anthea Monod 41 2 0 15 May 2023
Topological Pooling on Graphs Yuzhou Chen Yulia R. Gel 76 12 0 25 Mar 2023
Invariant Representations of Embedded Simplicial Complexes Taejin Paik 47 1 0 27 Feb 2023
Multistep Multiappliance Load Prediction Alona Zharova Antonia Scherz 33 1 0 19 Dec 2022
Topological Singularity Detection at Multiple Scales Julius von Rohrscheidt Bastian Rieck 99 10 0 30 Sep 2022
Convolutional Persistence Transforms Yitzchak Elchanan Solomon Paul Bendich 36 1 0 03 Aug 2022
Topology-Driven Generative Completion of Lacunae in Molecular Data Dmitry Zubarev Petar Ristoski 57 0 0 29 Jul 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing Ilan Perez Raphael Reinauer 57 17 0 30 Jun 2022
Discrete Morse Sandwich: Fast Computation of Persistence Diagrams for Scalar Data -- An Algorithm and A Benchmark P. Guillou Jules Vidal Julien Tierny 65 16 0 27 Jun 2022
Classification of Stochastic Processes with Topological Data Analysis Ismail Güzel A. Kaygun AI4TS 55 3 0 08 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 85 125 0 29 May 2022
Approximating Persistent Homology for Large Datasets Yueqi Cao Anthea Monod 50 11 0 19 Apr 2022
Predicting the generalization gap in neural networks using topological data analysis Rubén Ballester Xavier Arnal Clemente Carles Casacuberta Meysam Madadi C. Corneanu Sergio Escalera 76 4 0 23 Mar 2022
Topological EEG Nonlinear Dynamics Analysis for Emotion Recognition Yan Yan Xuan Wu Chengdong Li Yini He Zhicheng Zhang Huihui Li Ang Li Lei Wang 60 16 0 14 Mar 2022
Persformer: A Transformer Architecture for Topological Machine Learning Raphael Reinauer Matteo Caorsi Nicolas Berkouk 82 15 0 30 Dec 2021
The Impact of Changes in Resolution on the Persistent Homology of Images T. Heiss Sarah Tymochko Brittany Story A. Garin H. Bui B. Bleile V. Robins 29 2 0 10 Nov 2021
Activation Landscapes as a Topological Summary of Neural Network Performance Matthew Wheeler Jose J. Bouza Peter Bubenik 73 19 0 19 Oct 2021
Topological Data Analysis (TDA) Techniques Enhance Hand Pose Classification from ECoG Neural Recordings Simone Azeglio Arianna Di Bernardo Gabriele Penna Fabrizio Pittatore Simone Poetto Johannes Gruenwald C. Kapeller K. Kamada C. Guger 8 0 0 09 Oct 2021
Quantitative analysis of phase transitions in two-dimensional XY models using persistent homology Nicholas Sale Jeffrey Giansiracusa B. Lucini 45 19 0 22 Sep 2021
Graph Pseudometrics from a Topological Point of View A. Garcia-Pulido K. Hess Jane Tan Katharine Turner Bei-bei Wang Naya Yerolemou 21 0 0 23 Jul 2021
Homological Time Series Analysis of Sensor Signals from Power Plants Luciano Melodia R. Lenz AI4TS 25 1 0 03 Jun 2021
A Domain-Oblivious Approach for Learning Concise Representations of Filtered Topological Spaces for Clustering Yuzhen Qin Brittany Terese Fasy C. Wenk Brian Summa 127 4 0 25 May 2021
Stitch Fix for Mapper and Topological Gains Youjia Zhou Nathaniel Saul Ilkin Safarli Bala Krishnamoorthy Bei Wang 28 2 0 05 May 2021
Topological Information Retrieval with Dilation-Invariant Bottleneck Comparative Measures Yueqi Cao Athanasios Vlontzos Luca Schmidtke Bernhard Kainz Anthea Monod 51 3 0 04 Apr 2021
Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology David Pérez-Fernández Asier Gutiérrez-Fandiño Jordi Armengol-Estapé Marta Villegas 52 6 0 19 Jan 2021
Mapper Interactive: A Scalable, Extendable, and Interactive Toolbox for the Visual Exploration of High-Dimensional Data Youjia Zhou N. Chalapathi Archit Rathore Yaodong Zhao Bei Wang 58 18 0 06 Nov 2020
Visual Object Recognition in Indoor Environments Using Topologically Persistent Features Ekta U. Samani Xingjian Yang A. Banerjee 60 14 0 07 Oct 2020
Persistence Curves: A canonical framework for summarizing persistence diagrams Yu-Min Chung A. Lawson 43 74 0 16 Apr 2019