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Guy Lebanon

Georgia Institute of Technology

Local Space-Time Smoothing for Version Controlled Documents

Aug 08, 2013
Seungyeon Kim, Guy Lebanon

* Proceedings of the 23rd International Conference on Computational Linguistics (Coling 2010); 2010 Aug 23-27; Beijing, CN 
 * 9 pages, 6 figures 
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Beyond Sentiment: The Manifold of Human Emotions

Aug 08, 2013
Seungyeon Kim, Fuxin Li, Guy Lebanon, Irfan Essa

* Proceedings of the 16 International Conference on Artificial Intelligence and Statistics (AISTATS) 2013, Scottsdale, AZ, USA. Volume 31 of JMLR: W&CP 31 
 * 15 pages, 7 figures 
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A Linear Approximation to the chi^2 Kernel with Geometric Convergence

Jun 12, 2013
Fuxin Li, Guy Lebanon, Cristian Sminchisescu


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The Manifold of Human Emotions

Jan 15, 2013
Seungyeon Kim, Fuxin Li, Guy Lebanon, Irfan Essa

* 3 pages, 2 figures 
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Matrix Approximation under Local Low-Rank Assumption

Jan 15, 2013
Joonseok Lee, Seungyeon Kim, Guy Lebanon, Yoram Singer

* 3 pages, 2 figures, Workshop submission to the First International Conference on Learning Representations (ICLR) 
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Learning Riemannian Metrics

Oct 19, 2012
Guy Lebanon

* Appears in Proceedings of the Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI2003) 
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Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations

Oct 03, 2012
Krishnakumar Balasubramanian, Kai Yu, Guy Lebanon


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An Extended Cencov-Campbell Characterization of Conditional Information Geometry

Jul 11, 2012
Guy Lebanon

* Appears in Proceedings of the Twentieth Conference on Uncertainty in Artificial Intelligence (UAI2004) 
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The Landmark Selection Method for Multiple Output Prediction

Jun 27, 2012
Krishnakumar Balasubramanian, Guy Lebanon

* Appears in Proceedings of the 29th International Conference on Machine Learning (ICML 2012) 
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Sequential Document Representations and Simplicial Curves

Jun 27, 2012
Guy Lebanon

* Appears in Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence (UAI2006) 
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Statistical Translation, Heat Kernels and Expected Distances

Jun 20, 2012
Joshua Dillon, Yi Mao, Guy Lebanon, Jian Zhang

* Appears in Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence (UAI2007) 
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A Comparative Study of Collaborative Filtering Algorithms

May 14, 2012
Joonseok Lee, Mingxuan Sun, Guy Lebanon

* 27 pages, 12 figures 
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Domain Knowledge Uncertainty and Probabilistic Parameter Constraints

May 09, 2012
Yi Mao, Guy Lebanon

* Appears in Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (UAI2009) 
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Estimating Probabilities in Recommendation Systems

Dec 02, 2010
Mingxuan Sun, Guy Lebanon, Paul Kidwell


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Unsupervised Supervised Learning II: Training Margin Based Classifiers without Labels

Jul 21, 2010
Krishnakumar Balasubramanian, Pinar Donmez, Guy Lebanon

* 22 pages, 43 figures 
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Statistical and Computational Tradeoffs in Stochastic Composite Likelihood

Mar 02, 2010
Joshua V Dillon, Guy Lebanon

* 30 pages, 97 figures, 2 authors 
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Linguistic Geometries for Unsupervised Dimensionality Reduction

Mar 02, 2010
Yi Mao, Krishnakumar Balasubramanian, Guy Lebanon

* 13 pages, 15 figures 
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Asymptotic Analysis of Generative Semi-Supervised Learning

Feb 26, 2010
Joshua V Dillon, Krishnakumar Balasubramanian, Guy Lebanon

* 12 pages, 9 figures 
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