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hilbert-schmidt independence criterion

46 papers

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Also known as

HSIC

Co-occurring keywords

kernel methods (1097) feature selection (649) representation learning (6206) independence testing (27) independence test (14) reproducing kernel hilbert space (334) hypothesis testing (254) statistical testing (98) domain adaptation (4595) kernel independence test (2)

Papers

Sparse Hilbert-Schmidt Independence Criterion Regression AISTATS 2020
Side Information Dependence as a Regularizer for Analyzing Human Brain Conditions across Cognitive Experiments AAAI 2020
Beyond Trees: Classification with Sparse Pairwise Dependencies JMLR 2020
Unsupervised Nonlinear Feature Selection from High-Dimensional Signed Networks AAAI 2020
Independence Promoted Graph Disentangled Networks AAAI 2020
The HSIC Bottleneck: Deep Learning without Back-Propagation AAAI 2020
Information Constraints on Auto-Encoding Variational Bayes NIPS 2018
Post Selection Inference with Kernels AISTATS 2018
FISH-MML: Fisher-HSIC Multi-View Metric Learning IJCAI 2018
Pointwise HSIC: A Linear-Time Kernelized Co-occurrence Norm for Sparse Linguistic Expressions EMNLP 2018
Ensemble Soft-Margin Softmax Loss for Image Classification IJCAI 2018
Characteristic and Universal Tensor Product Kernels JMLR 2018
Multi-Component Nonnegative Matrix Factorization IJCAI 2017
Tests of Mutual or Serial Independence of Random Vectors with Applications JMLR 2017
Learning Co-Substructures by Kernel Dependence Maximization IJCAI 2017
Diversity-Induced Multi-View Subspace Clustering CVPR 2015
A Kernel Independence Test for Random Processes ICML 2014
Canonical Correlation Analysis based on Hilbert-Schmidt Independence Criterion and Centered Kernel Target Alignment ICML 2013
Feature Selection via Dependence Maximization JMLR 2012
Kernelized Sorting NIPS 2008
A Kernel Statistical Test of Independence NIPS 2007