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Professional Information
Publications:
My research interests center around the development, application, and
evaluation of text mining and classification techniques and tools for
biomedical researchers. Here are some recent papers I have published in
this area:
Cohen
AM, Hersh W. A Survey of Current Work in Biomedical Text
Mining. Briefings in Bioinformatics 2005;6(1):57-71. [pdf]
Cohen
AM, Hersh WR, Dubay C, Spackman K. Using co-occurrence network
structure to extract synonymous gene and protein names from MEDLINE
abstracts. BMC Bioinformatics 2005;6(103). [pdf]
Cohen
AM, Hersh WR, Bhupatiraju RT. Feature generation, feature
selection, classifiers, and conceptual drift for biomedical
document triage. In: Proceedings of the Text Retrieval
Conference (TREC) 2004; Gaithersburg, MD. [pdf]
Cohen
AM. Unsupervised gene/protein entity normalization using
automatically extracted dictionaries. In: Linking Biological
Literature, Ontologies and Databases: Mining Biological Semantics,
Proceedings of the BioLINK2005 Workshop; Detroit, MI:
Association for Computational Linguistics; 2005. p. 17-24. [pdf]
Cohen
AM, Yang J, Hersh WR. A Comparison of Techniques for
Classification and Ad Hoc Retrieval of Biomedical Documents. In:
Proceedings of the Fourteenth Annual Text REtrieval Conference,
TREC 2005, Gaithersburg, MD. [pdf]
Cohen
AM, Hersh WR, Peterson K, Yen PY. Reducing Workload in
Systematic Review Preparation Using Automated Citation
Classification. JAMIA 2006;13(2):206-219. [pdf]
Cohen
AM. An Effective General Purpose Approach for Automated
Biomedical Document Classification. In: Proceedings of the American
Medical Informatics Association (AMIA) 2006 Annual Symposium; 2006.
[pdf]
Cohen
AM.Five-way Smoking Status Classification using Text
Hot-spot Identification and Error-Correcting Output Codes. J Am Med
Inform Assoc, 2007. [pdf] [pdf of full paper and data
supplement]
Cohen
AM. Optimizing feature representation for automated systematic
review work prioritization. AMIA Annu Symp Proc 2008:121-5. [pdf]
- Cohen AM, Ambert K, McDonagh MS. Cross-topic
Learning for Work Prioritization in Systematic Review Creation and
Update. J Am Med Inform Assoc 2009. [pdf]
Curriculum Vitae:
Data Sets:
Software:
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