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Topological Data Analysis

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TitleStatusHype
Explainable Framework for Time-series Analysis via Topological Data Analysis—0
Understanding the Power of Persistence Pairing via Permutation Test—0
Unsupervised local structure learning in elemental zirconium using Topological Data Analysis—0
TOTOPO: Classifying univariate and multivariate time series with Topological Data Analysis—0
Capturing Dynamics of Time-Varying Data via Topology—0
Ensemble Forecasting of the Zika Space-TimeSpread with Topological Data Analysis—0
Topology-based Clusterwise Regression for User Segmentation and Demand Forecasting—0
Topological Data Analysis for Portfolio Management of Cryptocurrencies—0
Investigation of Flash Crash via Topological Data Analysis—0
Multiscale Topology Characterises Dynamic Tumour Vascular NetworksCode0
Why we should use Topological Data Analysis in Ageing: towards defining the "Topological shape of ageing"—0
Decoding asymptomatic COVID-19 infection and transmission—0
Graph Laplacians, Riemannian Manifolds and their Machine-Learning—0
Markov-Lipschitz Deep LearningCode1
Fuzzy c-Means Clustering for Persistence DiagramsCode1
Generalized Penalty for Circular Coordinate RepresentationCode0
Stable and consistent density-based clustering via multiparameter persistenceCode1
Towards quantum advantage via topological data analysis—0
Refining Understanding of Corporate Failure through a Topological Data Analysis Mapping of Altman's Z-Score Model—0
Topological Descriptors for Parkinson's Disease Classification and Regression AnalysisCode0
Topological Persistence Machine of Phase Transitions—0
giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data ExplorationCode1
A Novel Method of Extracting Topological Features from Word Embeddings—0
Topological Data Analysis in Text Classification: Extracting Features with Additive Information—0
Topological Data Analysis of Collective and Individual Epithelial Cells using Persistent Homology of Loops—0
Topological Machine Learning for Mixed Numeric and Categorical DataCode0
Classifying sleep states using persistent homology and Markov chain: a Pilot Study—0
A survey of statistical learning techniques as applied to inexpensive pediatric Obstructive Sleep Apnea data—0
Deep Graph Mapper: Seeing Graphs through the Neural LensCode1
Topological Descriptors Help Predict Guest Adsorption in Nanoporous Materials—0
Understanding the Power of Persistence Pairing via Permutation Test—0
ShapeVis: High-dimensional Data Visualization at Scale—0
Simplicial Complex Networks—0
Statistical analysis of Mapper for stochastic and multivariate filters—0
Dissecting Ethereum Blockchain Analytics: What We Learn from Topology and Geometry of Ethereum GraphCode0
Summary and Distance between Sets of Texts based on Topological Data Analysis—0
Towards personalized diagnosis of Glioblastoma in Fluid-attenuated inversion recovery (FLAIR) by topological interpretable machine learning—0
TopoAct: Visually Exploring the Shape of Activations in Deep LearningCode0
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted FeaturesCode0
Barcodes as Summary of Loss Function TopologyCode0
Topological Machine Learning for Multivariate Time SeriesCode0
Topologically Mapping the Macroeconomy—0
Machine Learning meets Number Theory: The Data Science of Birch-Swinnerton-Dyer—0
Harnessing the power of Topological Data Analysis to detect change points in time seriesCode0
Unsupervised Space-Time Clustering using Persistent Homology—0
Topological data analysis of zebrafish patterns—0
A Topological "Reading" Lesson: Classification of MNIST using TDA—0
Detection of gravitational waves using topological data analysis and convolutional neural network: An improved approach—0
Adaptive Partitioning for Template Functions on Persistence Diagrams—0
Mapper Based ClassifierCode0
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