===== 10 - Exploratory Methods ====== March 23rd, 2010 : PCA \\ March 25th, 2010 : CA, MCA === Slides === [[cos424>slides/10-pca.pdf|PDF]] [[cos424>slides/10-pca.djvu|DJVU]] === Scribe Notes === * March 23rd: FIXME * March 25th: [[cos424>slides/10-notes-tzeneva.pdf|Tzvetelina Tzeneva]] === Summary === * Principal Component Analysis * Correspondence Analysis * Multiple Correspondence Analysis * Application example: Semiometry === Optional Readings === The publication page of [[http://www.utdallas.edu/~herve|Hervé Abdi]] contains several well written reviews with useful references. * Hervé Abdi and Lynne J. Williams: [[http://www.utdallas.edu/~herve/abdi-wireCS-PCA2010-inpress.pdf|Principal Component Analysis]]. * Hervé Abdi and Lynne J. Williams: [[http://www.utdallas.edu/~herve/abdi-CorrespondenceAnaysis2010-pretty.pdf|Correspondence Analysis]]. * Hervé Abdi and Dominique Valentin: [[http://www.utdallas.edu/~herve/Abdi-MCA2007-pretty.pdf|Multiple Correspondence Analysis]]. The german marketing company TMS Emnid proposes a case study to promote its semiometrie product line.\\ This can be instructive to get a feeling of these marketing practices. * TMS Emnid: //[[http://www.tns-emnid.com/marketing_loesungen/semiometrie/euro-tracker-panel/Semiometrie-Eurotracker_Case-Study.pdf|Semiometrie: Case Study "Absolut Vodka"]]//. === Books === * B. Le Roux and H. Rouanet: //Multiple Correspondence Analysis//, SAGE Publications, Inc, 2010. * B. Le Roux and H. Rouanet: //Geometric Data Analysis, From Correspondence Analysis to Structured Data Analysis//. Kluwer, 2004. * F. Murtagh: //Correspondence Analysis and Data Coding with Java and R//. Chapman & Hall, 2005.