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sparse modeling

14 papers

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Co-occurring keywords

sparse optimization (246) bayesian inference (1907) factor model (15) kernel methods (1097) l1 regularization (87) markov chain monte carlo (725) feature selection (649) structure learning (341) model selection (456) image analysis (26)

Papers

Efficient Gaussian Splatting for Monocular Dynamic Scene Rendering via Sparse Time-Variant Attribute Modeling AAAI 2025
Interpretable Generalized Additive Models for Datasets with Missing Values NIPS 2024
Modelling Cellular Perturbations with the Sparse Additive Mechanism Shift Variational Autoencoder NIPS 2023
The Well-Tempered Lasso ICML 2018
The Constrained Dantzig Selector with Enhanced Consistency JMLR 2016
Simultaneous Safe Screening of Features and Samples in Doubly Sparse Modeling ICML 2016
A Sparse Spherical Harmonic-Based Model in Subbands for Head-Related Transfer Functions INTERSPEECH 2016
A General Framework for Fast Stagewise Algorithms JMLR 2015
Link Prediction in Graphs with Autoregressive Features JMLR 2014
Bayesian Generalized Kernel Mixed Models JMLR 2011
Sparse Linear Identifiable Multivariate Modeling JMLR 2011
Bayesian Generalized Kernel Models AISTATS 2010
Sparse and Locally Constant Gaussian Graphical Models NIPS 2009
Bayesian Sparse Factor Models and DAGs Inference and Comparison NIPS 2009