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

Machine Learning for Social and Behavioral Research

Szerző: Kevin J. Grimm, Zhiyong Zhang
Nyelv: Angol
Kötés: Kemény kötésű
Kiadó: GUILFORD PUBN
Elérhetőség: 50 % esély
Keressük az egész világon
41 633 Ft
Today''s social and behavioral researchers increasingly need to know: "What do I do with all this da...

Információk a könyvről

Szerző
Kevin J. Grimm, Zhiyong Zhang
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2023
oldal
408
EAN
9781462552931
ISBN
1462552935
Enbook ID
43009686
Kiadó
GUILFORD PUBN
Súly
1000

Teljes leírás

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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