Performance of SVM and Bayesian classifiers on the systematic review classification task

Journal of the American Medical Informatics Association

Volumn 18, Issue 1, 2011, Pages 104-105

  Matwin, Stan ^a,b   Kouznetsov, Alexandre ^c   Inkpen, Diana ^a   Frunza, Oana ^a   O'Blenis, Peter ^d  

^a UNIVERSITY OF OTTAWA   (Canada)

^b INSTITUTE OF COMPUTER SCIENCE   (Poland)

^c UNIVERSITY OF NEW BRUNSWICK   (Canada)

^d Evidence Partners Corporation   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ANTIHISTAMINIC AGENT; ATYPICAL ANTIPSYCHOTIC AGENT; BETA ADRENERGIC RECEPTOR BLOCKING AGENT; CALCIUM CHANNEL BLOCKING AGENT; DIPEPTIDYL CARBOXYPEPTIDASE INHIBITOR; ESTROGEN; HYDROXYMETHYLGLUTARYL COENZYME A REDUCTASE INHIBITOR; MUSCLE RELAXANT AGENT; NONSTEROID ANTIINFLAMMATORY AGENT; OPIATE; ORAL ANTIDIABETIC AGENT; PROTON PUMP INHIBITOR; TRIPTAN DERIVATIVE;

ALGORITHM; ATTENTION DEFICIT DISORDER; EVALUATION; LETTER; SUPPORT VECTOR MACHINE; SYSTEMATIC REVIEW (TOPIC);

EID: 78650483963     PISSN: 10675027     EISSN: 1527974X     Source Type: Journal    
DOI: 10.1136/jamia.2010.009555     Document Type: Letter

References (7)

1. Cohen A. Optimizing feature representation for automated systematic review work prioritization. AMIA Annu Symp Proc 2008:121-5.
2. Jiang Su, Harry Zhang, Charles XL, et al. Discriminative parameter learning for Bayesian networks. ICML, 2008.
3. Blei D, Ng A, Jordan M. Latent dirichlet allocation. J Mach Learn Res 2003;3:993-1022.
4. Cohen AM, Hersh WR, Peterson K, et al. Reducing workload in systematic review preparation using automated citation classification. JAMIA 2006;13:206-19.
5. Matwin S, Kouznetsov A, Inkpen D, et al. A new algorithm for reducing the workload of experts in performing systematic reviews. J Am Med Inform Assoc 2010;17:446-53.
6. Oana Frunza, Diana Inkpen, Stan Matwin, et al. Exploiting the systematic review protocol for classification of medical abstracts. J Artifi Intell Med to appear.
7. Zhuang L, Dai H. Parameter Estimation of One-Class SVM on Imbalance Text Classification, in Advances in Artificial Intelligence, 19th Conference of the Canadian Society for Computational Studies of Intelligence, Canadian AI 2006. Québec City, Québec, Canada: Springer, 2006, LNCS 4013:538-49.