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Guy Lebanon

Georgia Institute of Technology

Local Space-Time Smoothing for Version Controlled Documents



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



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



Fuxin Li , Guy Lebanon , Cristian Sminchisescu


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The Manifold of Human Emotions



Seungyeon Kim , Fuxin Li , Guy Lebanon , Irfan Essa

* 3 pages, 2 figures 

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Matrix Approximation under Local Low-Rank Assumption



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



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



Krishnakumar Balasubramanian , Kai Yu , Guy Lebanon


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An Extended Cencov-Campbell Characterization of Conditional Information Geometry



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



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



Guy Lebanon

* Appears in Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence (UAI2006) 

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