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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:
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Cohen AM,
Hersh W. A Survey of Current Work in Biomedical Text Mining. Briefings
in Bioinformatics 2005;6(1):57-71. [pdf]
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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]
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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]
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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]
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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]
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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]
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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]
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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]
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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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