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stat.ML2026
A Martingale Kernel Independence Test
Felix Laumann, Zhaolu Liu, Mauricio Barahona
The Hilbert-Schmidt Independence Criterion (HSIC) and its joint-independence extension are degenerate -statistics whose data-dependent weighted- null limit…
stat.ML2023★ 1 cited
Interaction Measures, Partition Lattices and Kernel Tests for High-Order Interactions
Zhaolu Liu, Robert L. Peach, Pedro A. M. Mediano +1
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-…