4 citations · 7 across the 4 of their papers we have counts for
4 papers · 1 filter
TOTOPO: Classifying univariate and multivariate time series with Topological Data Analysis
Polina Pilyugina, Rodrigo Rivera-Castro, Eugeny Burnaev
This work is devoted to a comprehensive analysis of topological data analysis fortime series classification. Previous works have significant shortcomings, such aslack of large-scal…
Are Hyperbolic Representations in Graphs Created Equal?
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 lea…
Learning Ensembles of Anomaly Detectors on Synthetic Data
D. Smolyakov, N. Sviridenko, V. Ishimtsev +2
The main aim of this work is to develop and implement an automatic anomaly detection algorithm for meteorological time-series. To achieve this goal we develop an approach to constr…
Long-Term Online Smoothing Prediction Using Expert Advice
Alexander Korotin, Vladimir V'yugin, Evgeny Burnaev
For the prediction with experts' advice setting, we construct forecasting algorithms that suffer loss not much more than any expert in the pool. In contrast to the standard approac…