Seminar: Textual data mining - Details

Seminar: Textual data mining - Details

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Allgemeine Informationen

Veranstaltungsname Seminar: Textual data mining
Untertitel
Veranstaltungsnummer 8.3133
Semester WiSe 2013/14
Aktuelle Anzahl der Teilnehmenden 20
Heimat-Einrichtung LE Cognitive Science
Veranstaltungstyp Seminar in der Kategorie Offizielle Lehrveranstaltungen
Erster Termin Dienstag, 22.10.2013 12:00 - 14:00, Ort: 69/E15
Art/Form
Teilnehmende ab 3. Semester
SWS 2
Sprache Englisch
ECTS-Punkte 4

Räume und Zeiten

69/E15
Dienstag: 12:00 - 14:00, wöchentlich (15x)

Kommentar/Beschreibung

Prerequisites: Basic knowledge in Machine Learning and Data Mining is helpful. Deriving high-quality information from text data presents a lot of difficulties. Simple statistical measures might be adequate for coarse document categorization methods, like, e.g., in spam detection, but are hardly useful in tasks that require a deeper semantical understanding of the content, for example for document summarization. This course will deal with machine learnign and data mining techniques that focus on the difficultes present in textual data. Methods considered in this course will include EM for semi-supervised document classification, Self-organizing maps for document analysis, as well as text mining methods for online data, e.g. twitter.