Kniha Machine Learning for Social and Behavioral Research Kevin J. Grimm

Machine Learning for Social and Behavioral Research

Jazyk: Angličtina
Vazba: Pevná
Vydavatel: GUILFORD PUBN
Dostupnost: 50 % šance
Prohledáme celý svět
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Today''s social and behavioral researchers increasingly need to know: "What do I do with all this da...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2023
Stránek
408
EAN
9781462552931
ISBN
1462552935
Enbook ID
43009686
Vydavatel
Hmotnost
1000

Kompletní popis

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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