Search Results for author: Zhaolu Liu

Found 2 papers, 2 papers with code

Interaction Measures, Partition Lattices and Kernel Tests for High-Order Interactions

1 code implementation NeurIPS 2023 Zhaolu Liu, Robert L. Peach, Pedro A. M. Mediano, Mauricio Barahona

Models that rely solely on pairwise relationships often fail to capture the complete statistical structure of the complex multivariate data found in diverse domains, such as socio-economic, ecological, or biomedical systems.

Computational Efficiency

Kernel-based Joint Independence Tests for Multivariate Stationary and Non-stationary Time Series

1 code implementation15 May 2023 Zhaolu Liu, Robert L. Peach, Felix Laumann, Sara Vallejo Mengod, Mauricio Barahona

Multivariate time series data that capture the temporal evolution of interconnected systems are ubiquitous in diverse areas.

Time Series

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