Machine Learning for Social and Behavioral Research

Name: Machine Learning for Social and Behavioral Research
Brand: GUILFORD PUBN
SKU: 9781462552924
Price: 77.48 EUR
Availability: InStock

Автор: Kevin J. Grimm, Zhiyong Zhang

Език:

Корици: С меки корици

Издател: GUILFORD PUBN

Наличност: 50% вероятност

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Today''s social and behavioral researchers increasingly need to know: "What do I do with all this da...

Информация за книгата

Автор

Kevin J. Grimm, Zhiyong Zhang

Език

Английски език

Корици

Книга - С меки корици

Издадена

2023

страници

408

EAN

9781462552924

ISBN

1462552927

Enbook ID

43009685

Издател

GUILFORD PUBN

Теглоt

744

Пълно описание

Today''s social and behavioral researchers increasingly need to know: "What do I do with all this data?" This book provides the skills needed to analyze and report large, complex data sets using machine learning tools, and to understand published machine learning articles. Techniques are demonstrated using actual data (Big Five Inventory, early childhood learning, and more), with a focus on the interplay of statistical algorithm, data, and theory. The identification of heterogeneity, measurement error, regularization, and decision trees are also emphasized. The book covers basic principles as well as a range of methods for analyzing univariate and multivariate data (factor analysis, structural equation models, and mixed-effects models). Analysis of text and social network data is also addressed. End-of-chapter "Computational Time and Resources" sections include discussions of key R packages; the companion website provides R programming scripts and data for the book''s examples.

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Machine Learning for Social and Behavioral Research

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