信息论

Stat-ML 讨论班笔记(一):统计推断基础 featured image

Stat-ML 讨论班笔记(一):统计推断基础

涵盖信息论基础(熵、散度、互信息)、指数分布族与广义线性模型、集中不等式。

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Cao Xuan
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Stat-ML 讨论班笔记(二):估计与泛化理论 featured image

Stat-ML 讨论班笔记(二):估计与泛化理论

经验过程与度量熵、泛化界、PAC-Bayes、极小极大下界(Le Cam / Fano / Assouad)以及约束风险不等式(强数据处理不等式、本地隐私、通信复杂度)

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Cao Xuan
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Communication Compelxity and its Application in Estimation featured image

Communication Compelxity and its Application in Estimation

Classical communication complexity problems, deterministic communication: lower bound and structure, randomization, conditional information complexity and direct sum, direct sum …

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Cao Xuan
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