Computational Geometry · Computer Science
Computational Topology Techniques for Characterizing Time-Series Data
Nicole Sanderson, Elliott Shugerman, Samantha Molnar, James D. Meiss +1
2020-01-07
Machine Learning · Computer Science
Predicting Time Series of Networked Dynamical Systems without Knowing Topology
Yanna Ding, Zijie Huang, Malik Magdon-Ismail, Jianxi Gao
2024-12-30
Algebraic Topology · Mathematics
Cyclicality, Periodicity and the Topology of Time Series
Paweł Dłotko, Wanling Qiu, Simon Rudkin
2019-05-30
Data Analysis, Statistics and Probability · Physics
Simplicial complexes and complex systems
Vsevolod Salnikov, Daniele Cassese, Renaud Lambiotte
2018-12-05
Physics and Society · Physics
Unveiling the higher-order organization of multivariate time series
Andrea Santoro, Federico Battiston, Giovanni Petri, Enrico Amico
2023-03-01
Social and Information Networks · Computer Science
Time Series Analysis via Network Science: Concepts and Algorithms
Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, Fernando Silva
2021-10-20
Machine Learning · Computer Science
Topological Data Analysis of Time Series Data for B2B Customer Relationship Management
Rodrigo Rivera-Castro, Polina Pilyugina, Alexander Pletnev, Ivan Maksimov +2
2019-06-18
Computational Geometry · Computer Science
Topological Analysis of Temporal Hypergraphs
Audun Myers, Cliff Joslyn, Bill Kay, Emilie Purvine +2
2023-02-07
Data Analysis, Statistics and Probability · Physics
Highly comparative time-series analysis: The empirical structure of time series and their methods
Ben D. Fulcher, Max A. Little, Nick S. Jones
2013-05-23
Machine Learning · Computer Science
Review of Data-centric Time Series Analysis from Sample, Feature, and Period
Chenxi Sun, Hongyan Li, Yaliang Li, Shenda Hong
2024-04-29
Computational Geometry · Computer Science
Topology-driven identification of repetitions in multi-variate time series
Simon Schindler, Elias Steffen Reich, Saverio Messineo, Simon Hoher +1
2025-05-20