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Introduction to data mining

Auteur : Pang-Ning Tan; Michael Steinbach; Vipin Kumar
Éditeur: Boston : Pearson Addison Wesley, 2005.
Édition/format:   Livre imprimé : Anglais : 1st edVoir toutes les éditions et tous les formats
Résumé:
"Introduction to Data Mining is a complete introduction to data mining for students, researchers, and professionals. It provides a sound understanding of the foundations of data mining, in addition to covering many important advanced topics."--Jacket.
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Type d’ouvrage: Ressource Internet
Type de document: Livre, Ressource Internet
Tous les auteurs / collaborateurs: Pang-Ning Tan; Michael Steinbach; Vipin Kumar
ISBN: 0321321367 9780321321367 9780321420527 0321420527
Numéro OCLC: 58729322
Description: xxi, 769 pages : illustrations ; 24 cm
Contenu: 1. Introduction --
2. Data --
3. Exploring data --
4. Classification : basic concepts, decision trees, and model evaluation --
5. Classification : alternative techniques --
6. Association analysis : basic concepts and algorithms --
7. Association analysis : advanced concepts --
8. Cluster analysis : basic concepts and algorithms --
9. Cluster analysis : additional issues and algorithms --
10. Anomaly detection --
App. A. Linear algebra --
App. B. Dimensionality reduction --
App. C. Probability and statistics --
App. D. Regression --
App. E. Optimization.
Responsabilité: Pang-Ning Tan, Michael Steinbach, Vipin Kumar.
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Résumé:

Presents fundamental concepts and algorithms for those learning data mining for the first time. This book explores each concept and features each major topic organized into two chapters, beginning  Lire la suite...

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Primary Entity<\/h3>\n
<http:\/\/www.worldcat.org\/oclc\/58729322<\/a>> # Introduction to data mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Book<\/a>, schema:CreativeWork<\/a> ;\u00A0\u00A0\u00A0\nlibrary:oclcnum<\/a> \"58729322<\/span>\" ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/id.loc.gov\/vocabulary\/countries\/mau<\/a>> ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/dbpedia.org\/resource\/Boston<\/a>> ; # Boston<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/dewey.info\/class\/006.312\/e22\/<\/a>> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/fouille_de_donnees<\/a>> ; # Fouille de donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/data_mining<\/a>> ; # Data Mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/recuperacao_da_informacao<\/a>> ; # Recupera\u00E7\u00E3o da informa\u00E7\u00E3o<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/exploration_de_donnees_informatique<\/a>> ; # Exploration de donn\u00E9es (Informatique)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/mineracao_de_dados<\/a>> ; # Minera\u00E7\u00E3o de dados<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/887946<\/a>> ; # Data mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/traitement_electronique_des_donnees<\/a>> ; # Traitement \u00E9lectronique des donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\nschema:bookEdition<\/a> \"1st ed.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:bookFormat<\/a> bgn:PrintBook<\/a> ;\u00A0\u00A0\u00A0\nschema:contributor<\/a> <http:\/\/viaf.org\/viaf\/43704587<\/a>> ; # Michael Steinbach<\/span>\n\u00A0\u00A0\u00A0\nschema:contributor<\/a> <http:\/\/viaf.org\/viaf\/85371130<\/a>> ; # Vipin Kumar<\/span>\n\u00A0\u00A0\u00A0\nschema:creator<\/a> <http:\/\/viaf.org\/viaf\/162520215<\/a>> ; # Pang-Ning Tan<\/span>\n\u00A0\u00A0\u00A0\nschema:datePublished<\/a> \"2005<\/span>\" ;\u00A0\u00A0\u00A0\nschema:exampleOfWork<\/a> <http:\/\/worldcat.org\/entity\/work\/id\/19936620<\/a>> ;\u00A0\u00A0\u00A0\nschema:inLanguage<\/a> \"en<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Introduction to data mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:productID<\/a> \"58729322<\/span>\" ;\u00A0\u00A0\u00A0\nschema:publication<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/58729322#PublicationEvent\/boston_pearson_addison_wesley_2005<\/a>> ;\u00A0\u00A0\u00A0\nschema:publisher<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Agent\/pearson_addison_wesley<\/a>> ; # Pearson Addison Wesley<\/span>\n\u00A0\u00A0\u00A0\nschema:reviews<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/58729322#Review\/1490424075<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/digitool.hbz-nrw.de:1801\/webclient\/DeliveryManager?pid=3653323<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/bvbr.bib-bvb.de:8991\/F?func=service&doc_library=BVB01&doc_number=014743268&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/bvbr.bib-bvb.de:8991\/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=014743268&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/catdir.loc.gov\/catdir\/toc\/ecip0510\/2005008721.html<\/a>> ;\u00A0\u00A0\u00A0\nschema:workExample<\/a> <http:\/\/worldcat.org\/isbn\/9780321321367<\/a>> ;\u00A0\u00A0\u00A0\nschema:workExample<\/a> <http:\/\/worldcat.org\/isbn\/9780321420527<\/a>> ;\u00A0\u00A0\u00A0\numbel:isLike<\/a> <http:\/\/bnb.data.bl.uk\/id\/resource\/GBA760806<\/a>> ;\u00A0\u00A0\u00A0\nwdrs:describedby<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/58729322<\/a>> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n\n

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<http:\/\/experiment.worldcat.org\/entity\/work\/data\/19936620#Topic\/exploration_de_donnees_informatique<\/a>> # Exploration de donn\u00E9es (Informatique)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Exploration de donn\u00E9es (Informatique)<\/span>\"@fr<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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<http:\/\/viaf.org\/viaf\/162520215<\/a>> # Pang-Ning Tan<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Tan<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Pang-Ning<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Pang-Ning Tan<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/43704587<\/a>> # Michael Steinbach<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Steinbach<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Michael<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Michael Steinbach<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/85371130<\/a>> # Vipin Kumar<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1956<\/span>\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Kumar<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Vipin<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Vipin Kumar<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9780321321367<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"0321321367<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9780321321367<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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Content-negotiable representations<\/p>\n