conftrace_

functional anovum

5 papers

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Co-occurring keywords

variance decomposition (7) hyperparameter importance (3) combinatorial problem (6) interaction effect (5) functional anova decomposition (1) interaction discovery (1) hilbert space regression (1) hyperparameter setting (2) kernel methods (1097) conditional vae (3)

Papers

PED-ANOVA: Efficiently Quantifying Hyperparameter Importance in Arbitrary Subspaces IJCAI 2023
The SKIM-FA Kernel: High-Dimensional Variable Selection and Nonlinear Interaction Discovery in Linear Time JMLR 2023
Neural Decomposition: Functional ANOVA with Variational Autoencoders AISTATS 2020
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models AISTATS 2020
An Efficient Approach for Assessing Hyperparameter Importance ICML 2014