开课单位--加州大学圣克鲁兹分校
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Graph Identification[图形识别]
  Lise Getoor(加州大学圣克鲁兹分校) Within the machine learning community, there has been a growing interest in learning structured models from input data that is itself structured. Grap...
热度：49

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AIIDE 2010 StarCraft Competition[AIIDE 2010星际争霸大赛]
  Ben Weber(加州大学圣克鲁兹分校) AIIDE 2010 hosted the first StarCraft AI competition enabling researchers to evaluate their systems in a commercial real-time strategy game. Participa...
热度：36

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Online Learning and Bregman Divergences[在线学习与布雷格曼分歧]
  Manfred K. Warmuth(加州大学圣克鲁兹分校) L 1: Introduction to Online Learning (Predicting as good as the best expert, Predicting as good as the best linear combination of experts, Additive ve...
热度：73

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A Bayesian Probability Calculus for Density Matrices[密度矩阵的贝叶斯概率演算]
  Manfred K. Warmuth(加州大学圣克鲁兹分校) One of the main concepts in quantum physics is a density matrix, which is a symmetric positive definite matrix of trace one. Finite probability distri...
热度：76

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Exponential Families in Feature Space[特征空间中的指数族]
  S.V.N. Vishwanathan(加州大学圣克鲁兹分校) In this introductory course we will discuss how log linear models can be extended to feature space. These log linear models have been studied by stati...
热度：50

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Survey of Boosting from an Optimization Perspective[从优化角度考察增压]
  S.V.N. Vishwanathan, Manfred K. Warmuth(加州大学圣克鲁兹分校) Boosting has become a well known ensemble method. The algorithm maintains a distribution on the ±-labeled examples and a new base learner is ad...
热度：45
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