Schedule and Textbooks Information

Fall 2017 Schedule and Textbook Information for STAT 524


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STAT 524 - Texbook(s) for Fall 2017

CRN Title Author ISBN Version Req/Opt
29264Applied Multivariate Statistical Analysis (6th Edition)Richard A. Johnson97801318771536Y
29264The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)Trevor Hastie97803878485702ndY

STAT 524 - Schedule information for Fall 2017

CRN Section Instructor Day Time Room
29264001Hyonho ChunTR1:30-2:45pmREC 302

STAT 524 - Course Outline

5 A. Introduction to matrix operations, and multivariate normal distributions. Simple graphical and numerical summaries of data.
15 B. Partial correlation and dimension reduction techniques: Principal component analysis, Factor analysis, and Canonical correlation.
5 C. Clustering, multidimensional scaling
10 D. Linear and quadratic discriminant analysis, classification tree, bagging and boosting
8 E. Neural network, support vector machine and structural equation models
2 F. Exams

Purdue Department of Statistics, 250 N. University St, West Lafayette, IN 47907

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