List of readings (ee = link to electronic edition; ask me for the other references):
| | Tue. 25.4. | (0) | -- Introduction -- |
| Tue. 16.05 | (1) | A Survey of Text Classification Methods, especially Support Vector Machines |
| Speaker: Ling Chen |
| | |
- ee Dumais S., Platt J., Heckerman D. (1998): Inductive Learning algorithms and representations for text categorization. CIKM 1998.
- ee Joachims T. (2001): A Statistical Learning Model of Text Classification for Support Vector. SIGIR 2001.
Further Reading (optionally):
- ee Hotho Andreas, Nürnberger Andreas, Paaß Gerhard (2005): A brief Survey of Text Mining. LDV Forum - GLDV Journal for Computational Linguistics and Language Technology.
|
| Tue. 23.05 | (2) | Text Classification considering Background Knowledge
|
| Speaker: Mohamad Rabbath |
| | |
- ee Bloehdorn S., Hotho A. (2004): Text classification by boosting weak learners based on terms and concepts. ICDM 20004.
- ee Ifrim G., Theobald M., Weikum G. (2005): Learning word-to-concept mappings for automatic text classification. ICML Workshop on Learning in Web Search 2005.
Further Reading (optionally):
- ee Bloehdorn S., Hotho A. (2005): Boosting for text classification with semantic features. SIGKDD Workshop on mining for and from semantic web 2005.
- ee Cai L., Hofmann T. (2003): Text categorization by boosting automatically extracted concepts. SIGIR 2003.
|
| Tue. 30.05 | No Seminar |
| Tue. 06.06 | Pentecost Holydays |
| Tue. 13.06 | (3) | Automatic Classification based on semantic hierarchies |
| Speaker: Tobias Lang |
| | |
- ee Peng and Choi (2005): Document classifications based on word semantic hierarchies. (IASTED on AI, 2005).
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| Tue. 20.06 | (4) | Named Entity Recognition |
| Speaker: Nick Sutterer |
| | |
- ee Jason D. M. Rennie, Tommi Jaakkola (2005): Using term informativeness for named entity detection. SIGIR 2005.
- ee GD Zhou, J Su (2002): Named Entity Recognition using an HMM-based Chunk Tagger. ACL 2002
|
| Tue. 27.06 | (5) | Word Sense Disambiguation |
| Speaker: Markus Wößner |
| | |
- ee Gliozzo A. and Giuliano C. and Strapparava C. (2005): Domain Kernels for Word Sense Disambiguation. ACL 2005.
- ee Upali Sathyajith Kohomban and Wee Sun Lee (2005): Learning Semantic Classes for Word Sense Disambiguation. ACL 2005.
Further Reading (optionally):
- ee Zheng-Yu Niu, Dong-Hong Ji, and Chew-Lim Tan (2005): Word Sense Disambiguation Using Label Propagation Based Semi-Supervised Learning. ACL 2005.
|
| 04.07 | (6) | Corefence Resolution |
| Speaker: Johannes Wendeberg |
| | |
- ee Ng, V., Gardent C. (2002): Improving Machine Learning Approaches to Coreference Resolution - group of 19 ACL, 2002
- ee Yang X., Zhou G., Su J., Tan C. (2003): Coreference Resolution Using Competition Learning Approach. ACL, 2003.
Further Reading (optionally):
- ee Popescu-Bellis A. (2003): Evaluation-driven design of a robust coreference resolution system Natural Language Engineering, 2003 - CambridgeUnivPress
- ee Ng V. (2005): Machine Learning for Coreference Resolution: From local classification to global ranking. ACL 2005.
|
| Tue. 11.07 | (7) | Ontology Semantic Similarity |
| Speaker: Gerald Lippert |
| | |
- ee Ganesan P., Garcia-Molina H., Widom J. (2003): Exploiting Hierarchical Domain Structure to Compute Similarity. ACM Standford University Technical report.
- ee Maedche A., Staab S. (2002): Measuring similarity between ontologies. EKAW2002.
|
| -- | (8) | Evaluation of information extraction tasks and ontologies |
| | |
- ee Neil Ireson, Fabio Ciravegna, Marie Elaine Califf, Dayne Freitag, Nicholas Kushmerick, Alberto Lavelli: Evaluating Machine Learning for Information Extraction. ICML 2005
- ee Porzel R., Malaka R. (2004): A task-based approach for ontology evaluation. ECAI 2004.
Further Reading (optionally):
- ee Brewster C., Alani H., Dasmahapatra S., Wilks Y.: Data driven OntologyEvaluation. LREC 2004.
- ee Alberto Lavelli, Mary Elaine Califf, Fabio Ciravegna, Dayne Freitag, Claudio Giuliano, Nicholas Kushmerick, Lorenza Romano (2004): A Critical Survey of the Methodology for IE Evaluation. Proceedings of the 4th International Conference on Language Resources and Evaluation 2004
|
| Tue.18.07 | (9) | Learning Concept Taxonomies |
| Speaker: André Borgeat |
| | |
- ee Maedche A., Staab S. (2005): Ontology Learning. In Handbook of ontologies in
Information Systems 2005.
- ee Cimiano P., Hotho A., Staab S. (2004): Comparing conceptual, divisive and agglomertive clustering for learning taxonomies from text. ECAI04.
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| Tue.25.07 | (10) | Learning Relations using Association Rules |
| Speaker: Tomoko Kitamura |
| | |
- ee Maedche A., Staab S. (2000): Discovering conceptual relations from text. ECAI 2000
|
| -- | (11) | Learning Relations using Kernel Methods |
| | |
- ee Shubin Zhao and Ralph Grishman (2005): Extracting Relations with Integrated Information Using Kernel Methods. ACL 2005.
- ee Ryan McDonald, Fernando Pereira, Seth Kulick, Scott Winters, Yang Jin and Pete White (2005): Simple Algorithms for Complex Relation Extraction with Applications to Biomedical IE. ACL 2005.
Further Reading (optionally):
- ee Bunescu, R. and Mooney, R. (2005): A Shortest Path Dependency Kernel for Relation Extraction. HLTC 2005.
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| -- | (12) | Adaptive Information Extraction (LP2 algorithm) |
| | |
- ee Ciravegna F.(2001): Adaptive Information Extraction from Text by Rule Induction and Generalisation, (IJCAI 2001).
- ee Ciravegna F. (2003): (LP)2, Rule Induction for Information Extraction using Linguistic Constraints, Technical Report , University of Sheffield, September 2003.
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| -- | (13) | Text Summarization |
| | |
- ee Nomoto, Tadashi (2005):Bayesian Learning in Text Summarization. HLTC and EMNL 2005.
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