{"product_id":"practitioner-s-guide-to-resampling-for-data-analysis-data-mining-and-modeling-1","title":"Practitioner’s Guide to Resampling for Data Analysis, Data Mining, and Modeling","description":"\u003cp\u003eDistribution-free resampling methods—permutation tests, decision trees, and the bootstrap—are used today in virtually every research area. \u003cstrong\u003eA Practitioner’s Guide to Resampling for Data Analysis, Data Mining, and Modeling\u003c\/strong\u003e explains how to use the bootstrap to estimate the precision of sample-based estimates and to determine sample size, data permutations to test hypotheses, and the readily-interpreted decision tree to replace arcane regression methods.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eHighlights\u003c\/strong\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eEach chapter contains dozens of thought provoking questions, along with applicable R and Stata code\u003c\/li\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eMethods are illustrated with examples from agriculture, audits, bird migration, clinical trials, epidemiology, image processing, immunology, medicine, microarrays and gene selection\u003c\/li\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eLists of commercially available software for the bootstrap, decision trees, and permutation tests are incorporated in the text\u003c\/li\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eAccess to APL, MATLAB, and SC code for many of the routines is provided on the author’s website\u003c\/li\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eThe text covers estimation, two-sample and k-sample univariate, and multivariate comparisons of means and variances, sample size determination, categorical data, multiple hypotheses, and model building\u003c\/li\u003e\n\u003cli\u003e\n\u003cbr\u003e\u003cbr\u003e \u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eStatistics practitioners will find the methods described in the text easy to learn and to apply in a broad range of subject areas from A for Accounting, Agriculture, Anthropology, Aquatic science, Archaeology, Astronomy, and Atmospheric science to V for Virology and Vocational Guidance, and Z for Zoology.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003ePractitioners and research workers and in the biomedical, engineering and social sciences, as well as advanced students in biology, business, dentistry, medicine, psychology, public health, sociology, and statistics will find an easily-grasped guide to estimation, testing hypotheses and model building.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":54244852171096,"sku":"9780367382483","price":51.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9780367382483.jpg?v=1770259549","url":"https:\/\/agendabookshop.com\/products\/practitioner-s-guide-to-resampling-for-data-analysis-data-mining-and-modeling-1","provider":"Agenda Bookshop","version":"1.0","type":"link"}