Large-Scale Inference 2024 pdf epub mobi 电子书

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发表于2024-05-05

Large-Scale Inference 2024 pdf epub mobi 电子书

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出版者:Cambridge University Press

作者:Bradley Efron

出品人:

页数:276

译者:

出版时间:2010-8-5

价格:GBP 48.00

装帧:Hardcover

isbn号码:9780521192491

丛书系列:

图书标签: 机器学习 Statistics 统计学习 large-scale Bayesian 人工智能计算机科学算法

Large-Scale Inference 2024 pdf epub mobi 电子书图书描述

We live in a new age for statistical inference, where modern scientific technology such as microarrays and fMRI machines routinely produce thousands and sometimes millions of parallel data sets, each with its own estimation or testing problem. Doing thousands of problems at once is more than repeated application of classical methods. Taking an empirical Bayes approach, Bradley Efron, inventor of the bootstrap, shows how information accrues across problems in a way that combines Bayesian and frequentist ideas. Estimation, testing and prediction blend in this framework, producing opportunities for new methodologies of increased power. New difficulties also arise, easily leading to flawed inferences. This book takes a careful look at both the promise and pitfalls of large-scale statistical inference, with particular attention to false discovery rates, the most successful of the new statistical techniques. Emphasis is on the inferential ideas underlying technical developments, illustrated using a large number of real examples.

Large-Scale Inference 2024 pdf epub mobi 电子书

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