Discriminant Analysis and Statistical Pattern Recognition

Geoffrey McLachan (Autor)

Buch | Hardcover

544 Seiten

1992
John Wiley & Sons Inc (Verlag)
978-0-471-61531-6 (ISBN)

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Reports new advances and research in the field, such as regularized discriminant analysis and bootstrap-based assessments of the performance of a sample-based discriminant rule. The text includes an account of discriminant analysis motivated by problems in statistical image analysis.

This study is a systematic account of the subject area, concentrating on recent advances in the field. While the focus is on practical considerations, both theoretical and practical issues are explored. Among the advances covered are regularized discriminant analysis and bootstrap-based assessment of the performance of a sample-based discriminant rule, and extensions of discriminant analysis motivated by problems in statistical image analysis. The accompanying bibliography contains over 1200 references.

Likelihood-based approaches to discrimination; discrimination via normal models; distributional results for discrimination via normal models; some practical aspects and variants of normal theory-based discriminant rules; data analytic considerations with normal theory-based discriminant analysis; parametric discrimination via non-normal models; logistic discrimination; nonparametric discrimination; estimation of error rates; assessing the reliability of the estimated posterior probabilities of group membership; selection of feature variables in discriminant analysis; statistical image analysis.

Erscheint lt. Verlag	14.5.1992
Reihe/Serie	Probability & Mathematical Statistics S.
Zusatzinfo	Ill.
Verlagsort	New York
Sprache	englisch
Maße	162 x 242 mm
Gewicht	936 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Mathematik / Informatik ► Mathematik ► Statistik
ISBN-10	0-471-61531-5 / 0471615315
ISBN-13	978-0-471-61531-6 / 9780471615316
Zustand	Neuware