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Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data

Nov 08, 2020
Ankit Arun, Soumya Batra, Vikas Bhardwaj, Ashwini Challa, Pinar Donmez, Peyman Heidari, Hakan Inan, Shashank Jain, Anuj Kumar, Shawn Mei, Karthik Mohan, Michael White

* Accepted for publication in COLING 2020 

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Learning Graphical Models With Hubs

Aug 09, 2014
Kean Ming Tan, Palma London, Karthik Mohan, Su-In Lee, Maryam Fazel, Daniela Witten

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Node-Based Learning of Multiple Gaussian Graphical Models

Jan 22, 2014
Karthik Mohan, Palma London, Maryam Fazel, Daniela Witten, Su-In Lee

* 42 pages, 16 figures. Accepted to JMLR, 2014 

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ADMM Algorithm for Graphical Lasso with an $\ell_{\infty}$ Element-wise Norm Constraint

Nov 28, 2013
Karthik Mohan

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