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teaching:le-ki2-ws14 [2014/10/08 09:20] – yfang | teaching:le-ki2-ws14 [2014/10/08 09:27] – yfang | ||
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^Übungsleitung^Yuen Fang, Asil Bozcuoglu, Fereshta Yazdani^ | ^Übungsleitung^Yuen Fang, Asil Bozcuoglu, Fereshta Yazdani^ | ||
^Sprache^Deutsch^ | ^Sprache^Deutsch^ | ||
- | ^Termine^TBA, Vorlesung, Ort: Do, 14:00-16:00 Uhr, TAB 0.31^ | + | ^Termine^TVorlesung, Ort: Do, 14:00-16:00 Uhr, TAB 0.31^ |
- | ^Übung^TBA, Übung, Ort: Mo, 10:00-12:00 Uhr, TAB 0.31^ | + | ^Übung^Übung, |
^Bemerkungen^Vorlesungsbeginn: | ^Bemerkungen^Vorlesungsbeginn: | ||
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Wissensakquisition entspricht in weiten Grenzen der Systemanalyse, | Wissensakquisition entspricht in weiten Grenzen der Systemanalyse, | ||
+ | **Inhalte: | ||
+ | * Probabilistische Wissensverarbeitung | ||
+ | * Wahrscheinlichkeitstheorie | ||
+ | * Bayes' | ||
+ | *Markov-Netze | ||
+ | * Probabilistisches Schließen über die Zeit | ||
+ | * Hidden Markov Models (HMM) | ||
+ | * Conditional Random Fields (CRF) | ||
+ | | ||
+ | * Statistical Relational Learning | ||
+ | * Markov Logic Networks (MLN) | ||
+ | |||
+ | * Ensemble-basierte Lernalgorithmen | ||
+ | * Adaptive Boosting (AdaBoost) | ||
+ | * Random Forests | ||
+ | |||
+ | * Wissensverarbeitung im World Wide Web | ||
+ | * Beschreibungslogik (DL) | ||
+ | * Web Ontology Language (OWL) | ||
+ | * Unstructured Information Management |
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