03393nam 22006852u 450 991087725380332120230617031222.097866102530120-471-72529-3(CKB)1000000000019133(EBL)226539(OCoLC)475932723(SSID)ssj0000294104(PQKBManifestationID)12072378(PQKBTitleCode)TC0000294104(PQKBWorkID)10303361(PQKB)10250102(EXLCZ)99100000000001913320100913d2005|||| u|| |engur|n|---|||||txtccrDiscriminant Analysis and Statistical Pattern Recognition[electronic resource]Hoboken John Wiley & Sons, Inc.20051 online resource (552 p.)Wiley series in probability and mathematical statistics. Discriminant analysis and statistical pattern recognition Description based upon print version of record.0-471-61531-5 Discriminant Analysis and Statistical Pattern Recognition; Contents; Preface; 1. General Introduction; 2. Likelihood-Based Approaches to Discrimination; 3. Discrimination via Normal Models; 4. Distributional Results for Discrimination via Normal Models; 5. Some Practical Aspects and Variants of Normal Theory-Based Discriminant Rules; 6. Data Analytic Considerations with Normal Theory-Based Discriminant Analysis; 7. Parametric Discrimination via Nonnormal Models; 8. Logistic Discrimination; 9. Nonparametric Discrimination; 10. Estimation of Error Rates11. Assessing the Reliability of the Estimated Posterior Probabilities of Group Membership12. Selection of Feature Variables in Discriminant Analysis; 13. Statistical Image Analysis; References; Author Index; Subject Index; Provides a systematic account of the subject area, concentrating on the most 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.DISCRIMINANT ANALYSIS AND STATISTICAL PATTERN RECOGNITION DISCRIMINANT ANALYSIS & STATISTICAL PATTERN RECOGNITIONDiscriminant analysisPattern perceptionMathematicsDiscriminant analysisPattern perceptionMathematical StatisticsHILCCMathematicsHILCCPhysical Sciences & MathematicsHILCCDiscriminant analysis.Pattern perception.Mathematics.Discriminant analysisPattern perceptionMathematical StatisticsMathematicsPhysical Sciences & Mathematics519.5/35McLachlan Geoffrey J27687AU-PeELAU-PeELAU-PeELBOOK9910877253803321Discriminant analysis and statistical pattern recognition104290UNINA