大扯闲话之--优化算法Difference of Convex Algorithm (DCA) 非凸优化一直是最常见,最蛋疼的一个问题。 今天介绍的这种算法,Difference of Convex Algorithm,也就是DCA,以便咱们解决非凸优化问题。 但这种问题仅仅针对某些特定情况。 首先,咱们对… Brian Lin 策略算法工程师之路-凸二次优化 洪九(李戈...发表于策...
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Today there is little reason to prefer modelling with linear programming over convex programming for computational reasons. Nonetheless, there is room to improve the already sophisticated algorithms for convex optimization. The thesis makes three primary contributions to convex optimization. First, the ...
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In this paper, we consider a block-structured convex optimization model, where in the objective the block variables are nonseparable and they are further linearly coupled in the constraint. For the 2-block case, we propose a number of first-order algorithms to solve this model. First, the alt...
Convex and Stochastic Optimization_part1(第一部分)《总共两部分》 星级: 160 页 《b1convex optimization》b1-2convex functions 星级: 39 页 《b1convex optimization》b1-3convex optimization problems 星级: 44 页 convex optimization 星级: 36 页 【精品】and Convex Optimization 星级: 88 页 Conv...
Inthischapterweprovideanoverviewofsomebroadclassesofconvex optimizationmodels.Ourprimaryfocuswillbeonlargechallengingprob- lems,oftenconnectedinsomewaytoduality.Wewillconsidertwotypes ofduality.ThefirstisLagrangedualityforconstrainedoptimization,which isobtainedbyassigningdualvariablestotheconstraints.Thesecondis Fenche...
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applications the regularizer is given in the form of a matrix functionon, whereandis thei-th singular value of the matrixx. The resulting optimization problem is a matrix version of the non-convex regularized problem (1). See [67,86] for a wealth of optimization problems following this ...