{"id":990,"date":"2016-04-04T16:42:19","date_gmt":"2016-04-04T14:42:19","guid":{"rendered":"https:\/\/www.kde.cs.uni-kassel.de\/?page_id=990"},"modified":"2016-04-04T16:42:19","modified_gmt":"2016-04-04T14:42:19","slug":"kdd","status":"publish","type":"page","link":"https:\/\/www.kde.cs.uni-kassel.de\/en\/lehre\/ss2007\/kdd","title":{"rendered":"Knowledge Discovery (Vorlesung)"},"content":{"rendered":"<p><span style=\"color: #a3004e;\">Erster Veranstaltungstag:<\/span><\/p>\n<p style=\"padding-left: 30px;\">Dienstag, 17. April 2007, 10:15 in Raum 0443<\/p>\n<p><span style=\"color: #a3004e;\"> Ort und Zeit: <\/span><\/p>\n<p style=\"padding-left: 30px;\">Dienstags, 10.15 h \u2013 11.45 h, in Raum 0443<\/p>\n<p><span style=\"color: #a3004e;\"> \u00dcbungen: <\/span><\/p>\n<p style=\"padding-left: 30px;\">Mittwochs, 10.00 h \u2013 11.30 h, in Raum 0443. Beginn 26. April<\/p>\n<p><span style=\"color: #a3004e;\"> Vorkenntnisse: <\/span><\/p>\n<p style=\"padding-left: 30px;\">Informatik Grundstudium<\/p>\n<p><span style=\"color: #a3004e;\"> Angesprochener H\u00f6rerInnenkreis: <\/span><\/p>\n<p style=\"padding-left: 30px;\">Inf. 4. Sem., Math. NF Inf.<\/p>\n<p><span style=\"color: #a3004e;\"> Leistungsnachweis: <\/span><\/p>\n<p style=\"padding-left: 30px;\">m\u00fcndliche Pr\u00fcfung oder Klausur, je nach Teilnehmerzahl<\/p>\n<p><span style=\"color: #a3004e;\"> Veranstalter: <\/span><\/p>\n<p style=\"padding-left: 30px;\"><a href=\"\/stumme\"><u><span style=\"color: #0066cc;\">Prof. Dr. Gerd Stumme<\/span><\/u><\/a>, <a href=\"\/jaeschke\/\"><u><span style=\"color: #0066cc;\">Dipl.-Math. Robert J\u00e4schke<\/span><\/u><\/a><\/p>\n<p><span style=\"color: #a3004e;\"> Inhalt: <\/span><\/p>\n<p style=\"padding-left: 30px;\">Die Vorlesung gibt einen \u00dcberblick \u00fcber Verfahren zur Wissensgewinnung aus strukturierten Daten und Texten. Behandelt werden<\/p>\n<ul>\n<li>Techniken zur Vorverarbeitung und Integration von Datenbest\u00e4nden, wozu das Konzept des Data Warehouse geh\u00f6rt,<\/li>\n<li>OLAP-Techniken f\u00fcr die interaktive Analyse gro\u00dfer Datenbest\u00e4nde,<\/li>\n<li>(halb-)automatische Verfahrung zur Gewinnung neuen Wissens aus strukturierten Daten und Methoden zur Wissensextraktion aus Texten.<\/li>\n<\/ul>\n<p style=\"padding-left: 30px;\">Der Schwerpunkt der Vorlesung liegt auf den maschinellen Lernverfahren, deren Anwendung an konkreten Beispielen aufgezeigt wird. Die Vorlesung kann bei Interesse durch die Teilnahme am <a href=\"\/data_mining_cup\"><u><span style=\"color: #0066cc;\">Data Mining Cup (Projektseminar, 4 SWS)<\/span><\/u><\/a> erg\u00e4nzt werden.<\/p>\n<p><span style=\"color: #a3004e;\"> Literatur: <\/span><\/p>\n<ul>\n<li>M. Ester und J. Sander: Knowledge Discovery in Databases: Springer-Verlag, 2000.<\/li>\n<li>U. M. Fayyad, G. Piatetsky-Shapiro, P. Smyth and R. Uthurasamy: Advances in Knowledge Discovery and Data Mining. Cambridge , London . MIT Press, 1996.<\/li>\n<li><a href=\"http:\/\/www.crisp-dm.org\/CRISPWP-0800.pdf\"><u><span style=\"color: #0066cc;\">CRoss Industry Standard Process for Data Mining (CRISP-DM) <\/span><\/u><\/a><\/li>\n<li><a href=\"http:\/\/www.bibsonomy.org\/group\/kde\/lecture+kdd\"><u><span style=\"color: #0066cc;\">Weitere Links und Referenzen zur KDD-Vorlesung in BibSonomy<\/span><\/u><\/a><\/li>\n<\/ul>\n<p><span style=\"color: #a3004e;\">Errata:<\/span><\/p>\n<ul>\n<li>Auf Folie 14 von Kap. 5 muss in der vierten Zeile \u201cdie keine Nachfolger sind\u201d durch \u201cdie keine Vorg\u00e4nger sind\u201d ersetzt werden.<\/li>\n<\/ul>\n<p><span style=\"color: #a3004e;\"> Folien:<\/span><\/p>\n<ul>\n<li>Kap1.pdf<span style=\"color: #a3004e;\"> <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap1.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap1.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/span><\/li>\n<li>Kap2_Grundlagen.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap2_Grundlagen.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap2_Grundlagen.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap3_Teil1_Clustering.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap3_Teil1_Clustering.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap3_Teil1_Clustering.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap3_Teil2_Clustering.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap3_Teil2_Clustering.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap3_Teil2_Clustering.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap3_Teil3_Begriffsverbaende.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap3_Teil3_Begriffsverbaende.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap3_Teil3_Begriffsverbaende.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap4_Assoziationsregeln.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap4_Assoziationsregeln.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap4_Assoziationsregeln.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap4_Teil2_Begriffsverbaende2.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap4_Teil2_Begriffsverbaende2.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap4_Teil2_Begriffsverbaende2.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap5_Klassifikation.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap5_Klassifikation.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap5_Klassifikation.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap5_Teil2_SVM.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap5_Teil2_SVM.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap5_Teil2_SVM.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap6_Vorverarbeitung.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap6_Vorverarbeitung.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap6_Vorverarbeitung.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap6_Teil2_Datenauswahl.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap6_Teil2_Datenauswahl.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap6_Teil2_Datenauswahl.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap7_AndereParadigmen.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap7_AndereParadigmen.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap7_AndereParadigmen.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<li>Kap8_BesondereDatentypen.pdf <a href=\"\/lehre\/ss2007\/kdd\/folien\/Kap8_BesondereDatentypen.pdf\"><img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/a><a href=\"\/lehre\/ss2007\/kdd\/folien\/4_Kap8_BesondereDatentypen.pdf\"><u><span style=\"color: #0066cc;\"> <img decoding=\"async\" src=\"\/images\/pdf_4.gif\" alt=\"PDF-Download (4 in 1)\" \/><\/span><\/u><\/a><\/li>\n<\/ul>\n<p><span style=\"color: #a3004e;\">\u00dcbungsaufgaben:<\/span><\/p>\n<ul>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung02.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 2 (Praxis\u00fcbung) <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung03.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 3 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung04.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 4 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung04a.pdf\"><u><span style=\"color: #0066cc;\">Praxis\u00fcbung zur 4. \u00dcbung <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung05.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 5 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung06.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 6 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung07.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 7 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung08.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 8 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung09.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 9 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung10.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 10 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung11.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 11 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung12.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 12 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<li><a href=\"\/lehre\/ss2007\/kdd\/uebung\/uebung13.pdf\"><u><span style=\"color: #0066cc;\">\u00dcbung 13 <img decoding=\"async\" src=\"\/images\/pdf.gif\" alt=\"PDF-Download\" \/><\/span><\/u><\/a><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Erster Veranstaltungstag: Dienstag, 17. April 2007, 10:15 in Raum 0443 Ort und Zeit: Dienstags, 10.15 h \u2013 11.45 h, in Raum 0443 \u00dcbungen: Mittwochs, 10.00 h \u2013 11.30 h, in Raum 0443. Beginn 26. April<a class=\"moretag\" href=\"https:\/\/www.kde.cs.uni-kassel.de\/en\/lehre\/ss2007\/kdd\"> Read more&hellip;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":980,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-990","page","type-page","status-publish","hentry"],"translation":{"provider":"WPGlobus","version":"3.0.2","language":"en","enabled_languages":["de","en"],"languages":{"de":{"title":true,"content":true,"excerpt":false},"en":{"title":false,"content":false,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/pages\/990","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/comments?post=990"}],"version-history":[{"count":1,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/pages\/990\/revisions"}],"predecessor-version":[{"id":991,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/pages\/990\/revisions\/991"}],"up":[{"embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/pages\/980"}],"wp:attachment":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/media?parent=990"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}