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10/29/2014
Faster graphical model identification of tandem mass spectra using peptide word lattices
Liquid chromatography coupled with tandem mass spectrometry, also known ...
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08/09/2014
The Lovasz-Bregman Divergence and connections to rank aggregation, clustering, and web ranking
We extend the recently introduced theory of Lovasz-Bregman (LB) divergen...
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08/09/2014
Algorithms for Approximate Minimization of the Difference Between Submodular Functions, with Applications
We extend the work of Narasimhan and Bilmes [30] for minimizing set func...
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01/16/2013
Dynamic Bayesian Multinets
In this work, dynamic Bayesian multinets are introduced where a Markov c...
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10/19/2012
On Triangulating Dynamic Graphical Models
This paper introduces new methodology to triangulate dynamic Bayesian ne...
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10/16/2012
Learning Mixtures of Submodular Shells with Application to Document Summarization
We introduce a method to learn a mixture of submodular "shells" in a lar...
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07/11/2012
PAC-learning bounded tree-width Graphical Models
We show that the class of strongly connected graphical models with treew...
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07/04/2012
A submodular-supermodular procedure with applications to discriminative structure learning
In this paper, we present an algorithm for minimizing the difference bet...
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06/20/2012
Consensus ranking under the exponential model
We analyze the generalized Mallows model, a popular exponential model ov...
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02/14/2012