Approaches to text mining for clinical medical records

Proceedings of the ACM Symposium on Applied Computing

Volumn 1, Issue , 2006, Pages 235-239

  Zhou, Xiaohua ^a   Han, Hyoil ^a   Chankai, Isaac ^b   Prestrud, Ann ^b   Brooks, Ari ^b  

^a Drexel University   (United States)

^b DREXEL UNIVERSITY COLLEGE OF MEDICINE   (United States)

Author keywords

Clinical records; Information extraction; Ontology; Relation extraction

Indexed keywords

DATA STRUCTURES; FEATURE EXTRACTION; HOSPITAL DATA PROCESSING; INFORMATION ANALYSIS;

CLINICAL MEDICAL RECORDS; FREE TEXT; INFORMATION EXTRACTION; ONTOLOGY; RELATION EXTRACTION;

DATA MINING;

EID: 33751047419     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1141277.1141330     Document Type: Conference Paper

References (19)

1. Cunningham, H., "GATE, A General Architecture for Text Engineering", Computers and the Humanities, 2002, Vol. 36, pp. 223-254
2. Cunningham, H., Maynard, D., and Tablan., V., "JAPE: a Java Annotation Patterns Engine (Second Edition)", Technical report CS-00-10, University of Sheffield, Department of Computer Science, 2000.
3. Dimitrov, M., Bontcheva, K., Cunningham, H., and Maynard, D., "A Light-weight Approach to Coreference Resolution for Named Entities in Text", Proceedings of the Fourth Discourse Anaphora and Anaphor Resolution Colloquium (DAARC), Lisbon, 2002.
4. Ding, J., Berleant, D., Xu, J., and Fulmer, A.W., "Extracting Biochemical Interactions from MEDLINE Using a Link Grammar Parser", In the 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'03), 2003.
5. Gaizauskas, R., Hepple, M., Davis, N., Guo, Y., Harkema, H., Roberts, A., and Roberts, I., "AMBIT: Acquiring Medical and Biological Information from Text", ISMB/ECCB, Poster, 2004.
6. Kim, J.T. and Moldovan, D.I., "Acquisition of Linguistic Patterns for Knowledge-Based Information Extraction", IEEE Transactions on Knowledge and Data Engineering, Volume 7, Issue 5, 1995, pp. 713-724.
7. Kuhn, R. and Mori, R., "Application of Semantic Classification Trees to Natural Language Understanding", IEEE Transactions on Pattern Analysis and Machine Intelligence, 1995, Vol. 17, No. 5.
8. Lehnert, W., Soderland, S., Aronow, D., Feng, F., and Shmueli, A., "Inductive Text Classification for Medical Applications", Journal for Experimental and Theoretical Artificial Intelligence, 1994, 7(1), pp. 49-80.
9. Madhyastha, H.V., Balakrishnan, N., and Ramakrishnan, K.R., "Event Information Extraction Using Link Grammar", 13th International Workshop on Research Issues in Data Engineering: Multi-lingual Information Management (RIDE'03), 2003.
10. Miller, G. et al., "WordNet: an On-line Lexical Database", International Journal of Lexicography, 1990, pp. 235-245.
11. Quinlan, J.R., "Induction of Decision Trees", Machine Learning, 1986, No.1,pp.81-106.
12. Riloff, E., "Automatically Constructing a Dictionary for Information Extraction Tasks", Proceedings of the Eleventh National Conference on Artificial Intelligence, AAAI Press/the MIT Press, 1993, pp. 811-816
13. Riloff, E. and Lehnert, W., "Information Extraction as a Basis for High-Precision Text Classification ", ACM Transactions on Information Systems, 1994, Vol. 12, No. 3, pp. 296 - 333.
14. Sleator, D. and Temperley D., "Parsing English with a Link Grammar", Third International Workshop on Parsing Technologies, 1993.
15. Soderland, S., Aronow, D., Fisher, D., Aseltine, J., and Lehnert, W., "Machine Learning of Text Analysis Rules for Clinical Records", CIIR Technical Report, University of Massachusetts Amherst, 1995.
16. Soderland, S., Fisher, D., Aseltine, J., and Lehnert, W., "CRYSTAL: Inducing a Conceptual Dictionary", Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995, pp. 1314-1319.
17. Soderland, S., "Learning Information Extraction rules for Semi-structured and free text", Machine Learning, Vol. 34, 1998, pp. 233-272.
18. Szolovits, P., "Adding a Medical Lexicon to an English Parser", Proc. AMIA 2003 Annual Symposium, 2003.
19. Zhou, X., Han, H., Chankai, I., Prestrud, A.A., and Brooks, A.D., "Converting Semi-structured Clinical Medical Records into Information and Knowledge", In the International Workshop on Biomedical Data Engineering in conjunction with the 21st International Conference on Data Engineering (ICDE), Tokyo, Japan, April 3-4, 2005.