TOTOPO: Classifying univariate and multivariate time series with Topological Data Analysis

no code implementations • NeurIPS Workshop TDA_and_Beyond 2020 • Polina Pilyugina, Rodrigo Rivera-Castro, Eugeny Burnaev

This work is devoted to a comprehensive analysis of topological data analysis fortime series classification.

Benchmarking Time Series +2

Are Hyperbolic Representations in Graphs Created Equal?

no code implementations • 15 Jul 2020 • Max Kochurov, Sergey Ivanov, Eugeny Burnaev

Recently there was an increasing interest in applications of graph neural networks in non-Euclidean geometry; however, are non-Euclidean representations always useful for graph learning tasks?

Graph Learning Graph Representation Learning +2