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All publications by Sebastian Nowozin
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Scalable Gaussian Process Structured Prediction for Grid Factor Graph Applications
Sebastien Bratieres, Novi Quadrianto, Sebastian Nowozin and Zoubin Ghahramani
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Learning Convex QP Relaxations for Structured Prediction
Jeremy Jancsary, Sebastian Nowozin and Carsten Rother
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Decision Jungles: Compact and Rich Models for Classification
Jamie Shotton, Toby Sharp, Pushmeet Kohli, Sebastian Nowozin, John Winn and Antonio Criminisi
Advances in Neural Information Processing Systems 26, 2013


Improved Information Gain Estimates for Decision Tree Induction
Sebastian Nowozin
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Higher-Order Correlation Clustering for Image Segmentation
Sungwoong Kim, Sebastian Nowozin, Pushmeet Kohli and Chang D. Yoo
Advances in Neural Information Processing Systems 24, 2011


Tighter Relaxations for MAP-MRF Inference: A Local Primal-Dual Gap based Separation Algorithm
Dhruv Batra, Sebastian Nowozin and Pushmeet Kohli
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


Solution stability in linear programming relaxations: graph partitioning and unsupervised learning
Sebastian Nowozin and Stefanie Jegelka
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


A decoupled approach to exemplar-based unsupervised learning
Sebastian Nowozin and Gökhan H. Bakir
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008