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Sample-efficient L0-L2 constrained structure learning of sparse Ising models

Dec 04, 2020
Antoine Dedieu, Miguel Lázaro-Gredilla, Dileep George


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Query Training: Learning and inference for directed and undirected graphical models

Jun 18, 2020
Miguel Lázaro-Gredilla, Wolfgang Lehrach, Nishad Gothoskar, Guangyao Zhou, Antoine Dedieu, Dileep George


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Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives

Jan 17, 2020
Antoine Dedieu, Hussein Hazimeh, Rahul Mazumder


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An error bound for Lasso and Group Lasso in high dimensions

Dec 21, 2019
Antoine Dedieu

* arXiv admin note: text overlap with arXiv:1910.08880 

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Sparse (group) learning with Lipschitz loss functions: a unified analysis

Nov 15, 2019
Antoine Dedieu

* arXiv admin note: text overlap with arXiv:1810.03081 

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Learning higher-order sequential structure with cloned HMMs

May 15, 2019
Antoine Dedieu, Nishad Gothoskar, Scott Swingle, Wolfgang Lehrach, Miguel Lázaro-Gredilla, Dileep George


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Solving large-scale L1-regularized SVMs and cousins: the surprising effectiveness of column and constraint generation

Jan 06, 2019
Antoine Dedieu, Rahul Mazumder


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Hierarchical Modeling and Shrinkage for User Session Length Prediction in Media Streaming

Jun 22, 2018
Antoine Dedieu, Rahul Mazumder, Zhen Zhu, Hossein Vahabi

* 20 pages 

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Subset Selection with Shrinkage: Sparse Linear Modeling when the SNR is low

Aug 10, 2017
Rahul Mazumder, Peter Radchenko, Antoine Dedieu


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