Probabilistic Clustering for NLP-Applications 

Eintrag im kommentierten Vorlesungsverzeichnis

Slides

• Overview (.ps)
  
  
• Peter Brown, Peter deSouza, Robert Mercer, Vincent Della Pietra, and Jenifer Lai. 1992. Class-based n-gram models of natural language. Computational Linguistics, 18(4): 467-479. (.ps)
  
  
• Fernando Pereira, Naftali Tishby, and Lillian Lee. 1993. Distributional Clustering of English Words. In Proceedings of the 31th Annual Meeting of the Association for Computational Linguistics, Columbus, OH. (.ps)
  
  
• Ido Dagan, Lillian Lee, and Fernando Pereira. Similarity-based models of word-cooccurence probabilities. Machine Learning 34(1-3): 43-69, 1999. (.ps)
  
  
• Mats Rooth. Two-dimensional clusters in grammatical relations. In Symposium on Representation and Acquisition of Lexical Knowledge: Polysemy, Ambiguity, and Generativity, AAAI 1995 Spring Symposium Series, Stanford University. (.ps)
  
  
• Mats Rooth, Stefan Riezler, Detlef Prescher, Glenn Carroll, and Franz Beil. Inducing an semantically annotated lexicon via EM-based clustering. In Proceedings of the 37th Annual Meeting of the ACL, Maryland, 1999. (.ps)
  
  
• Reinhard Rapp. Automatic Identification of Word Translations from Unrelated English and German Corpora. In Proceedings of the 37th Annual Meeting of the ACL, Maryland, 1999. (.ps)
  
  

Papers to be discussed

• Peter Brown, Peter deSouza, Robert Mercer, Vincent Della Pietra, and Jenifer Lai. 1992. Class-based n-gram models of natural language. Computational Linguistics, 18(4): 467-479.
  
  
• Fernando Pereira, Naftali Tishby, and Lillian Lee. Distributional clustering of English words. In Proceedings of the 31th Meeting of the ACL, Columbus, Ohio, 1993. (.ps)
  
  
• L. Douglas Baker and Andrew Kachites McCallum. Distributional clustering of words for text classification. In SIGIR'98, 1998. ( .ps )
  
  
• Ido Dagan, Lillian Lee, and Fernando Pereira. Similarity-based models of word-cooccurence probabilities. Machine Learning 34(1-3): 43-69, 1999. (.ps)
  
  
• Mats Rooth. Two-dimensional clusters in grammatical relations. In Symposium on Representation and Acquisition of Lexical Knowledge: Polysemy, Ambiguity, and Generativity, AAAI 1995 Spring Symposium Series, Stanford University. (.ps)
  
  
• Mats Rooth, Stefan Riezler, Detlef Prescher, Glenn Carroll, and Franz Beil. Inducing an semantically annotated lexicon via EM-based clustering. In Proceedings of the 37th Annual Meeting of the ACL, Maryland, 1999. (.ps)
  
  
• Mats Rooth, Stefan Riezler, Detlef Prescher, Glenn Carroll, and Franz Beil. EM-Based Clustering for NLP Applications. In AIMS 4(3), Institut für Maschinelle Sprachverarbeitung, 1998. (.ps)
  
  
• Reinhard Rapp. Identifying Word Translations in Non-Parallel Texts. In Proceedings of the 33th Annual Meeting of the ACL, Maryland, 1995. (.ps)
  
  
• Reinhard Rapp. Automatic Identification of Word Translations from Unrelated English and German Corpora. In Proceedings of the 37th Annual Meeting of the ACL, Maryland, 1999. (.ps)
  
  
• Automatic Semantic Classification of Verbs According to their Alternation Behaviour. Sabine Schulte im Walde. In Inducing Lexicons with the EM Algorithm, AIMS Report 4(3), 1998, IMS, Universität Stuttgart. 55-74. (.ps)
  
  
• Thomas Hofmann and Jan Puzicha. Unsupervised learning from dyadic data. Technical Report TR-98-042, ICSI, Berkeley, CA, 1998. (.ps)