Modern psychometrics with R / Patrick Mair.
This textbook describes the broadening methodology spectrum of psychological measurement in order to meet the statistical needs of a modern psychologist. The way statistics is used, and maybe even perceived, in psychology has drastically changed over the last few years; computationally as well as me...
Saved in:
| Online Access: |
Full Text (via Springer) |
|---|---|
| Main Author: | |
| Format: | eBook |
| Language: | English |
| Published: |
Cham, Switzerland :
Springer,
2018.
|
| Series: | Use R!
|
| Subjects: |
MARC
| LEADER | 00000cam a2200000xi 4500 | ||
|---|---|---|---|
| 001 | b10228397 | ||
| 006 | m o d | ||
| 007 | cr ||||||||||| | ||
| 008 | 180927s2018 sz a ob 001 0 eng d | ||
| 005 | 20240423172318.5 | ||
| 019 | |a 1055459698 |a 1055702376 | ||
| 020 | |a 9783319931777 |q (electronic bk.) | ||
| 020 | |a 3319931776 |q (electronic bk.) | ||
| 020 | |z 9783319931753 |q (print) | ||
| 020 | |z 331993175X | ||
| 024 | 7 | |a 10.1007/978-3-319-93177-7 | |
| 035 | |a (OCoLC)spr1054402823 | ||
| 035 | |a (OCoLC)1054402823 |z (OCoLC)1055459698 |z (OCoLC)1055702376 | ||
| 037 | |a spr10.1007/978-3-319-93177-7 | ||
| 040 | |a GW5XE |b eng |e rda |e pn |c GW5XE |d YDX |d FIE | ||
| 049 | |a GWRE | ||
| 050 | 4 | |a BF39.5 | |
| 100 | 1 | |a Mair, Patrick, |e author. |0 http://id.loc.gov/authorities/names/n2010008318 |1 http://isni.org/isni/0000000076980990. | |
| 245 | 1 | 0 | |a Modern psychometrics with R / |c Patrick Mair. |
| 264 | 1 | |a Cham, Switzerland : |b Springer, |c 2018. | |
| 300 | |a 1 online resource (xiii, 458 pages) : |b illustrations (some color) | ||
| 336 | |a text |b txt |2 rdacontent. | ||
| 337 | |a computer |b c |2 rdamedia. | ||
| 338 | |a online resource |b cr |2 rdacarrier. | ||
| 490 | 1 | |a Use R!, |x 2197-5736. | |
| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a Classical Test Theory.-Factor Analysis -- Path Analysis and Structural Equation Models -- Item Response Theory -- Preference Modeling -- Principal Component Analysis and Extensions -- Correspondence Analysis -- Gifi Methods -- Multidimensional Scaling -- Biplots -- Networks -- Parametric Cluster Analysis and Mixture Regression -- Modeling Trajectories and Time Series -- Analysis of fMRI Data. | |
| 520 | |a This textbook describes the broadening methodology spectrum of psychological measurement in order to meet the statistical needs of a modern psychologist. The way statistics is used, and maybe even perceived, in psychology has drastically changed over the last few years; computationally as well as methodologically. R has taken the field of psychology by storm, to the point that it can now safely be considered the lingua franca for statistical data analysis in psychology. The goal of this book is to give the reader a starting point when analyzing data using a particular method, including advanced versions, and to hopefully motivate him or her to delve deeper into additional literature on the method. Beginning with one of the oldest psychometric model formulations, the true score model, Mair devotes the early chapters to exploring confirmatory factor analysis, modern test theory, and a sequence of multivariate exploratory method. Subsequent chapters present special techniques useful for modern psychological applications including correlation networks, sophisticated parametric clustering techniques, longitudinal measurements on a single participant, and functional magnetic resonance imaging (fMRI) data. In addition to using real-life data sets to demonstrate each method, the book also reports each method in three parts-- first describing when and why to apply it, then how to compute the method in R, and finally how to present, visualize, and interpret the results. Requiring a basic knowledge of statistical methods and R software, but written in a casual tone, this text is ideal for graduate students in psychology. Relevant courses include methods of scaling, latent variable modeling, psychometrics for graduate students in Psychology, and multivariate methods in the social sciences.-- |c Provided by publisher. | ||
| 588 | 0 | |a Online resource; title from PDF title page (SpringerLink, viewed September 27, 2018) | |
| 650 | 0 | |a Psychometrics |x Data processing. |0 http://id.loc.gov/authorities/subjects/sh85108491. | |
| 650 | 0 | |a R (Computer program language) |0 http://id.loc.gov/authorities/subjects/sh2002004407. | |
| 776 | 0 | 8 | |c Original |z 331993175X |z 9783319931753 |w (OCoLC)1035298957. |
| 856 | 4 | 0 | |u https://colorado.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-3-319-93177-7 |z Full Text (via Springer) |
| 830 | 0 | |a Use R! |0 http://id.loc.gov/authorities/names/no2006017477. | |
| 907 | |a .b102283977 |b 03-19-20 |c 11-12-18 | ||
| 915 | |a I | ||
| 998 | |a web |b 01-31-19 |c b |d b |e - |f eng |g sz |h 0 |i 1 | ||
| 907 | |a .b102283977 |b 07-02-19 |c 11-12-18 | ||
| 944 | |a MARS - RDA ENRICHED | ||
| 907 | |a .b102283977 |b 02-04-19 |c 11-12-18 | ||
| 956 | |a Springer e-books | ||
| 956 | |b Springer Nature - Springer Mathematics and Statistics eBooks 2018 English International | ||
| 999 | f | f | |i f300803f-a465-5a7b-8ac6-7bd8e691cb92 |s 66753394-0894-51c1-886f-6cca1a6880f7 |
| 952 | f | f | |p Can circulate |a University of Colorado Boulder |b Online |c Online |d Online |e BF39.5 |h Library of Congress classification |i Ebooks, Prospector |n 1 |