Matrix Methods in Data Mining and Pattern Recognition

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1、fa04_eldenfm1.qxp2/28/20073:24PMPage1MatrixMethodsinDataMiningandPatternRecognitionfa04_eldenfm1.qxp2/28/20073:24PMPage2FundamentalsofAlgorithmsEditor-in-Chief:NicholasJ.Higham,UniversityofManchesterTheSIAMseriesonFundamentalsofAlgorithmsisacollectionofshortuse

2、r-orientedbooksonstate-of-the-artnumericalmethods.Writtenbyexperts,thebooksprovidereaderswithsufficientknowledgetochooseanappropriatemethodforanapplicationandtounderstandthemethod’sstrengthsandlimitations.Thebookscoverarangeoftopicsdrawnfromnumericalanalysisand

3、scientificcomputing.Theintendedaudiencesareresearchersandpractitionersusingthemethodsandupperlevelundergraduatesinmathematics,engineering,andcomputationalscience.Booksinthisseriesnotonlyprovidethemathematicalbackgroundforamethodorclassofmethodsusedinsolvingaspe

4、cificproblembutalsoexplainhowthemethodcanbedevelopedintoanalgorithmandtranslatedintosoftware.Thebooksdescribetherangeofapplicabilityofamethodandgiveguidanceontroubleshootingsolversandinterpretingresults.Thetheoryispresentedatalevelaccessibletothepractitioner.MA

5、TLAB®softwareisthepreferredlanguageforcodespresentedsinceitcanbeusedacrossawidevarietyofplatformsandisanexcellentenvironmentforprototyping,testing,andproblemsolving.Theseriesisintendedtoprovideguidestonumericalalgorithmsthatarereadilyaccessible,containpractical

6、advicenoteasilyfoundelsewhere,andincludeunderstandablecodesthatimplementthealgorithms.EditorialBoardPeterBennerDianneP.O’LearyTechnischeUniversitätChemnitzUniversityofMarylandJohnR.GilbertRobertD.RussellUniversityofCalifornia,SantaBarbaraSimonFraserUniversityMi

7、chaelT.HeathRobertD.SkeelUniversityofIllinois,Urbana-ChampaignPurdueUniversityC.T.KelleyDannySorensenNorthCarolinaStateUniversityRiceUniversityCleveMolerAndrewJ.WathenTheMathWorksOxfordUniversityJamesG.NagyHenryWolkowiczEmoryUniversityUniversityofWaterlooSeries

8、VolumesEldén,L.,MatrixMethodsinDataMiningandPatternRecognitionHansen,P.C.,Nagy,J.G.,andO’Leary,D.P.,DeblurringImages:Matrices,Spectra,andFilteringDavis,T.A.,DirectMethodsfor