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In the classical estimation problem in statistics, mean-squared error is a frequantly-used risk function to measure the fitness of certain estimator of certain parameters, which we could generalize as the following formulations:
Information theory and statistics
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Here I’ll update some important knowledge about information theory and its connection to statistics. You could refer to this textbook by John.C.Duchi.https://web.stanford.edu/class/stats311/lecture-notes.pdf
Distributed Optimization Algorithms
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近几天在学习分布式优化,这里对我从参考书和论文中的算法设计历史脉络以及open problems做一个整理:
Notes for Convex Optimization
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本期开始会不定期更新有关凸优化、分布式优化、联邦学习的学习笔记,敬请期待!