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An Introduction To Statistical Learning

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Author : Gareth James
language : en
Publisher: Springer Nature
Release Date : 2023-06-30

An Introduction To Statistical Learning written by Gareth James and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-30 with Mathematics categories.

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.

Online Statistics Education

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Author : David M. Lane
language : en
Publisher:
Release Date :

Online Statistics Education written by David M. Lane and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on with Electronic books categories.

Online Statistics: An Interactive Multimedia Course of Study is an introductory-level statistics book. The material is presented both as a standard textbook and as a multimedia presentation. The book features interactive demonstrations and simulations, case studies, and an analysis lab.

An Introduction To Statistical Thermodynamics

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Author : Terrell L. Hill
language : en
Publisher: Courier Corporation
Release Date : 2012-06-08

An Introduction To Statistical Thermodynamics written by Terrell L. Hill and has been published by Courier Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-06-08 with Science categories.

Four-part treatment covers principles of quantum statistical mechanics, systems composed of independent molecules or other independent subsystems, and systems of interacting molecules, concluding with a consideration of quantum statistics.

Statistical Analysis Of Human Growth And Development

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Author : Yin Bun Cheung
language : en
Publisher: CRC Press
Release Date : 2013-10-28

Statistical Analysis Of Human Growth And Development written by Yin Bun Cheung and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-10-28 with Mathematics categories.

Statistical Analysis of Human Growth and Development is an accessible and practical guide to a wide range of basic and advanced statistical methods that are useful for studying human growth and development. Designed for nonstatisticians and statisticians new to the analysis of growth and development data, the book collects methods scattered through

Federal Statistical Programs

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Author : United States. Congress. Joint Economic Committee. Subcommittee on Priorities and Economy in Government
language : en
Publisher:
Release Date : 1973

Federal Statistical Programs written by United States. Congress. Joint Economic Committee. Subcommittee on Priorities and Economy in Government and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1973 with United States categories.

Statistical Analysis

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Author : Ya-lun Chou
language : en
Publisher: Holt McDougal
Release Date : 1975

Statistical Analysis written by Ya-lun Chou and has been published by Holt McDougal this book supported file pdf, txt, epub, kindle and other format this book has been release on 1975 with Mathematics categories.

The nature and scope of statistics; Organizing and presenting univariate data; Descriptive measures for univariate data; Probability theory; Random variables; Special probability models; Sampling distributions; Classical theory of estimation; Classical theory of testing; Chi square, F, and student's distributions; Experimental design and the analysis of variance; Sampling and sampling designs; Bayesian inference; Decision theory: prior analysis; Decision theory: posterior and preposterior analyses; Nonparametric statistics; Linear bivariate analysis; Linear multivariate and nonlinear analyses; Index numbers; Time series analysis; Forecasting techniques; Games, queues, and simulation.

Statistical Register

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Author :
language : en
Publisher:
Release Date : 1898

Statistical Register written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1898 with South Australia categories.

Ethical Practice Of Statistics And Data Science

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Author : Rochelle Tractenberg
language : en
Publisher: Ethics International Press
Release Date : 2023-11-25

Ethical Practice Of Statistics And Data Science written by Rochelle Tractenberg and has been published by Ethics International Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-25 with Language Arts & Disciplines categories.

Ethical Practice of Statistics and Data Science is intended to prepare people to fully assume their responsibilities to practice statistics and data science ethically. Aimed at early career professionals, practitioners, and mentors or supervisors of practitioners, the book supports the ethical practice of statistics and data science, with an emphasis on how to earn the designation of, and recognize, “the ethical practitioner”. The book features 47 case studies, each mapped to the Data Science Ethics Checklist (DSEC); Data Ethics Framework (DEFW); the American Statistical Association (ASA) Ethical Guidelines for Statistical Practice; and the Association of Computing Machinery (ACM) Code of Ethics. It is necessary reading for students enrolled in any data intensive program, including undergraduate or graduate degrees in (bio-)statistics, business/analytics, or data science. Managers, leaders, supervisors, and mentors who lead data-intensive teams in government, industry, or academia would also benefit greatly from this book. This is a companion volume to Ethical Reasoning For A Data-Centered World, also published by Ethics International Press (2022). These are the first and only books to be based on, and to provide guidance to, the ASA and ACM Ethical Guidelines/Code of Ethics.

Statistical Abstract Of The United States

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Author :
language : en
Publisher:
Release Date : 1995

Statistical Abstract Of The United States written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Statistics categories.

Understanding The New Statistics

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Author : Geoff Cumming
language : en
Publisher: Routledge
Release Date : 2013-06-19

Understanding The New Statistics written by Geoff Cumming and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-06-19 with Psychology categories.

This is the first book to introduce the new statistics - effect sizes, confidence intervals, and meta-analysis - in an accessible way. It is chock full of practical examples and tips on how to analyze and report research results using these techniques. The book is invaluable to readers interested in meeting the new APA Publication Manual guidelines by adopting the new statistics - which are more informative than null hypothesis significance testing, and becoming widely used in many disciplines. Accompanying the book is the Exploratory Software for Confidence Intervals (ESCI) package, free software that runs under Excel and is accessible at www.thenewstatistics.com. The book’s exercises use ESCI's simulations, which are highly visual and interactive, to engage users and encourage exploration. Working with the simulations strengthens understanding of key statistical ideas. There are also many examples, and detailed guidance to show readers how to analyze their own data using the new statistics, and practical strategies for interpreting the results. A particular strength of the book is its explanation of meta-analysis, using simple diagrams and examples. Understanding meta-analysis is increasingly important, even at undergraduate levels, because medicine, psychology and many other disciplines now use meta-analysis to assemble the evidence needed for evidence-based practice. The book’s pedagogical program, built on cognitive science principles, reinforces learning: Boxes provide "evidence-based" advice on the most effective statistical techniques. Numerous examples reinforce learning, and show that many disciplines are using the new statistics. Graphs are tied in with ESCI to make important concepts vividly clear and memorable. Opening overviews and end of chapter take-home messages summarize key points. Exercises encourage exploration, deep understanding, and practical applications. This highly accessible book is intended as the core text for any course that emphasizes the new statistics, or as a supplementary text for graduate and/or advanced undergraduate courses in statistics and research methods in departments of psychology, education, human development , nursing, and natural, social, and life sciences. Researchers and practitioners interested in understanding the new statistics, and future published research, will also appreciate this book. A basic familiarity with introductory statistics is assumed.