Tabachnick, Barbara G., and Linda S. Fidell. 2019. Using Multivariate Statistics. 7th ed. Pearson.
Covers more advanced techniques, a dense, high quality text with
"how-to-do" information for SPSS, SAS and Systat, very readable and thorough; practice oriented (Psychology)
The book is regularly updated with new chapters, but also up-to-date information on Software. Although SPSS and SAS have extensive examples, other software is often mentioned and compared, sometimes with examples.
Here's a list of the chapters (6th edition, 7th announced for 2019):
- Introduction
- A Guide to Statistical Techniques: Using the Book
- Review of Univariate and Bivariate Statistics
- Cleaning Up Your Act: Screening Data Prior to Analysis
- Multiple Regression
- Analysis of Covariance
- Multivariate Analysis of Variance and Covariance
- Profile Analysis: The Multivariate Approach to Repeated Measures
- Discriminant Analysis
- Logistic Regression
- Survival/Failure Analysis
- Canonical Correlation
- Principal Components and Factor Analysis
- Structural Equation Modeling
- Multilevel Linear Modeling
- Multiway Frequency Analysis
- Time Series Analysis
- An Overview of the GENERAL Linear Model