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  • 1.  Bootstrap Reference Book

    Posted 12-17-2022 17:06
    Hi,

    I'm looking for a recent (last 5-10 years) reference book on the bootstrap. I'll be grateful for any suggestions.

    Thanks,
    David

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    David Zucker
    Professor
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  • 2.  RE: Bootstrap Reference Book

    Posted 12-19-2022 09:05
    "Computer Age Statistical Inference:  Algorithms, Evidence, and Data Science" (2016) by Efron and Hastie have a couple of chapters on the bootstrap, including bootstrap confidence intervals.

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    Scott Nestler
    Principal Data Scientist & Optimization Lead
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  • 3.  RE: Bootstrap Reference Book

    Posted 12-19-2022 13:55
    Edited by Li Zou 12-19-2022 13:57
    Hi David,

    This is an issue pointed out by Hesterberg in his well-written paper " What Teachers Should Know About the Bootstrap." There's lack of latest books on this topic. Many theoretical books but not much applied in nature and good at explanation.  To this end, Hesterberg and Chihara wrote a book called " Mathematical Statistics with Resampling and R (2019, 2022)."  This book gives a nice coverage on Bootstrap confidence intervals and basic applications to regression. I find this book is modern, practical, and well written for undergraduate students.

    Best,

    Li Zou
    California State University, East Bay.




  • 4.  RE: Bootstrap Reference Book

    Posted 12-20-2022 21:22

    Thank you for the nice call-out, Li Zou.

    The article is available here:

     What Teachers Should Know About the Bootstrap: Resampling in the Undergraduate Statistics Curriculum
    It is misnamed - it is for more than teachers, and not just about the bootstrap. There are things about the use of the CLT in practice that every statistician should know.

    More info about Mathematical Statistics with Resampling and R, Chihara and Hesterberg, 2022
    is available here: https://github.com/lchihara/MathStatsResamplingR



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    Tim Hesterberg
    http://www.timhesterberg.net
    (Instacart, resampling, water rockets, computers to Guatemala, hot shower = 20,000 watts, ...)

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  • 5.  RE: Bootstrap Reference Book

    Posted 12-19-2022 17:00
    Consider this text, by Dikta and Scheer, published this year:  https://link.springer.com/book/10.1007/978-3-030-73480-0

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    Jay Beder
    Professor
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