conftrace_

automatic relevance determination

21 papers

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Also known as

ARD

Co-occurring keywords

bayesian inference (1907) gaussian process (1200) variational inference (2069) feature selection (649) sparse bayesian learning (12) sparse regression (175) hierarchical model (271) sensitivity analysis (80) hyperparameter tuning (215) recurrent neural network (1790)

Papers

Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022
Hyperparameter Transfer Learning with Adaptive Complexity AISTATS 2021
Scalable Bayesian GPFA with automatic relevance determination and discrete noise models NIPS 2021
Kernel Identification Through Transformers NIPS 2021
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting IJCAI 2019
Dependent relevance determination for smooth and structured sparse regression JMLR 2019
BayesNAS: A Bayesian Approach for Neural Architecture Search ICML 2019
Multivariate Sparse Coding of Nonstationary Covariances with Gaussian Processes NIPS 2019
Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution AISTATS 2019
Identification, Interpretability, and Bayesian Word Embeddings NAACL 2019
Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks ACL 2019
Bayesian Supervised Hashing CVPR 2017
Variational Dropout Sparsifies Deep Neural Networks ICML 2017
Bayesian Adaptive Matrix Factorization With Automatic Model Selection CVPR 2015
Convex vs Non-Convex Estimators for Regression and Sparse Estimation: the Mean Squared Error Properties of ARD and GLasso JMLR 2014
Sparse Bayesian structure learning with “dependent relevance determination” priors NIPS 2014
Sparse probabilistic projections NIPS 2008
A New View of Automatic Relevance Determination NIPS 2007
Analysis of Empirical Bayesian Methods for Neuroelectromagnetic Source Localization NIPS 2006
Parameter Expanded Variational Bayesian Methods NIPS 2006
Sparse Bayesian Learning and the Relevance Vector Machine JMLR 2001