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We invite high quality submissions for presentation as talks or posters during the workshop. We are especially interested in participants who can contribute in the following areas: * Non-Convex Optimization example problems in ML include ** Problems with sparsity constraints ** Sparse PCA ** Non-negative matrix and tensor approximation ** Non-convex quadratic programming * Combinatorial and Discrete Optimization example problems in ML include ** Estimating MAP solutions to discrete random fields ** Clustering and graph-partitioning ** Semi-supervised and multiple-instance learning ** Feature and subspace selection * Stochastic, Parallel and Online Optimization example problems in ML include ** Massive data sets ** Distributed learning algorithms * Algorithms and Techniques especially with a focus on an underlying application ** Polyhedral combinatorics, polytopes and strong valid inequalities ** Linear and higher-order relaxations ** Semidefinite programming relaxations ** Decomposition for large-scale, message-passing and online learning ** Global and Lipschitz optimization ** Algorithms for non-smooth optimization ** Approximation Algorithms The above list is not exhaustive, and we welcome submissions on highly related topics too. * Deadline for submission of papers: 17th October 2008 * Notification of acceptance: 7th November 2008 * Final version of submission: 20th November 2008 * Workshop date: 12th or 13th December 2008
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