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Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École d'Été de Probabilités de Saint-Flour XXXVIII-2008

, where the main problems can be stated in the framework of penalized empirical risk minimization, and concentration inequalities and empirical;

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Ecole d'Ete de Probabilites de Saint-Flour XIII, 1983

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recovery theory in this area. Two efficient sparsity-seeking algorithms, reweighted l1-minimization in primal space and the algorithm based on;

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Sparse Optimization Theory and Methods

novel sign recovery theory in this area. Two efficient sparsity-seeking algorithms, reweighted l1-minimization in primal space and the algorithm;

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formulations that yield sparse solutions, algorithms for finding such solutions, and recent theoretical results on sparse recovery. The book gets you;

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Sparse Modeling

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integrity of the database, enables backup and recovery, and allows for scalability to thousands of users all accessing the same data. Most;

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administration is about applying the right solution at the right time, avoiding risk, and making robust choices that get you home each night in time for;

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