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An Introduction to Applied Multivariate Analysis
Abstract
This comprehensive text introduces readers to the most commonly used multivariate techniques at an introductory, non-technical level. By focusing on the fundamentals, readers are better prepared for more advanced applied pursuits, particularly on topics that are most critical to the behavioral, social, and educational sciences. Analogies betwe
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“For multivariate normality, the Mardia's coefficient in this study was 294.28, lesser than the requisite maximum of 37 × 39 = 1443, which was suggested should be lesser than (k [k + 2], k is the number of observed variables) [46].”
From An Extended Theory of Planned Behavior for the Modelling of Chinese Secondary School Students’ Intention to Learn Artificial Intelligence (2020) · cites this paper as [46]
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“(Inspecting their 95% CIs we also notice that they are significant, as found in the last two rows of the final columns of Table 1; cf. Raykov & Marcoulides, 2008.)”
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“ly) rescale the coordinates to optimally t the data. This means that we search for ssuch that s ! M(YkN (m Y;sI)) attains minimum. Since H (YkN (m Y;sI)) = 1 2 (tr( Y) + km m k2)s 1 + Nlns+ Nln(2ˇ) ; (5) Optimal Rescaling and the Mahalanobis Distance 5 by the trivial calculations we obtain that the above function atta…”
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Metadata
- Authors
- Raykov, T., & Marcoulides, G. A.
- ORCID
- Raykov, Tenko
- Venue
- Routledge eBooks
- Publisher
- Routledge
- Published
- 2008-03-10
- OpenAlex
- W619790032
- Cited by
- 716
- References
- 0
- Citations by year
- 2026: 30 · 2025: 54 · 2024: 48 · 2023: 52 · 2022: 55 · 2021: 51 · 2020: 52 · 2019: 57 · 2018: 34 · 2017: 38 · 2016: 42 · 2015: 52 · 2014: 36 · 2013: 50 · 2012: 19
- FWCI
- 5.12
- Type
- book
- Language
- en
- Open access
- closed
- Locations
- Routledge eBooks (publishedVersion)
- CERN Document Server (European Organization for Nuclear Research) (submittedVersion)
- Routledge eBooks
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Applications
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Statistical Methods and Models
- Keywords
- multivariate analysis, multivariate techniques, behavioral science, social sciences, educational sciences, statistical analysis
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