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topological data analysis

122 papers

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Also known as

TDA

Co-occurring keywords

persistent homology (95) persistence diagram (29) graph neural network (3962) kernel methods (1097) point cloud (1480) neural network (6616) feature extraction (1580) wasserstein distance (417) convolutional neural network (4226) manifold learning (403)

Papers

Unsupervised Sentence-embeddings by Manifold Approximation and Projection EACL 2021
Topological Machine Learning Methods for Power System Responses to Contingencies AAAI 2021
ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning AISTATS 2021
Deepening the Sense of Touch in Planetary Exploration with Geometric and Topological Deep Learning AAAI 2021
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021
GeomCA: Geometric Evaluation of Data Representations ICML 2021
Manifold Topology Divergence: a Framework for Comparing Data Manifolds. NIPS 2021
Optimizing persistent homology based functions ICML 2021
Uncovering the Topology of Time-Varying fMRI Data using Cubical Persistence NIPS 2020
A Numerical Measure of the Instability of Mapper-Type Algorithms JMLR 2020
Multiparameter Persistence Image for Topological Machine Learning NIPS 2020
Graph Filtration Learning ICML 2020
A Topology Layer for Machine Learning AISTATS 2020
Robust Persistence Diagrams using Reproducing Kernels NIPS 2020
PLLay: Efficient Topological Layer based on Persistent Landscapes NIPS 2020
PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures AISTATS 2020
Multiparameter Persistence Landscapes JMLR 2020
BitcoinHeist: Topological Data Analysis for Ransomware Prediction on the Bitcoin Blockchain IJCAI 2020
Topological Autoencoders ICML 2020
Finding the Homology of Decision Boundaries with Active Learning NIPS 2020
Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams JMLR 2019
Learning Representations of Persistence Barcodes JMLR 2019
Topological Data Analysis of Decision Boundaries with Application to Model Selection ICML 2019
Persistence Bag-of-Words for Topological Data Analysis IJCAI 2019
Heuristic Search for Homology Localization Problem and Its Application in Cardiac Trabeculae Reconstruction IJCAI 2019