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对抗性土匪问题:随机化的力量

Adversarial bandit problems: the power of randomization
课程网址: http://videolectures.net/ecmlpkdd2010_lugosi_abp/  
主讲教师: http://videolectures.net/ecmlpkdd2010_lugosi_abp/
开课单位: 庞贝法布拉大学
开课时间: 2010-11-16
课程语种: 英语
中文简介:

在本教程中,我们讨论序列预测问题,其中预测者对序列过去结果的信息有限。我们专注于所谓的“对抗性”框架,其中没有可用的序列概率。我们描述了各种有限反馈模型,并特别关注所谓的“多武装强盗”问题。我们讨论了各种随机预测方法并分析了它们的行为。

课程简介: In this tutorial we discuss sequential prediction problems in which the forecaster has limited information about the past outcomes of the sequence. We concentrate on the so-called "adversarial" framework in which no probabilistic is available for the sequence. We describe various models of limited feedback and pay special attention to the so-called "multi-armed bandit" problem. We discuss various randomized prediction methods and analyze their behavior.
关 键 词: 序列概率; 随机预测; 有限反馈模型
课程来源: 视频讲座网
数据采集: 2021-06-09:zyk
最后编审: 2021-06-09:zyk
阅读次数: 72