Using classifier performance visualization to improve collective ranking techniques for biomedical abstracts classification

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6085 LNAI, Issue , 2010, Pages 299-303

  Kouznetsov, Alexandre ^a   Japkowicz, Nathalie ^b  

^a UNIVERSITY OF NEW BRUNSWICK   (Canada)

^b UNIVERSITY OF OTTAWA   (Canada)

Author keywords

Automatic text classification; Machine learning; Ranking algorithms; Scientific visualization; Systematic reviews

Indexed keywords

AUTOMATIC TEXT CLASSIFICATION; MACHINE-LEARNING; RANKING ALGORITHM; SCIENTIFIC VISUALIZATIONS; SYSTEMATIC REVIEW;

ABSTRACTING; ARTIFICIAL INTELLIGENCE; CLASSIFIERS; LEARNING SYSTEMS; TEXT PROCESSING; VISUALIZATION;

LEARNING ALGORITHMS;

EID: 77953739592     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-13059-5_33     Document Type: Conference Paper

References (9)

1. Sackett, D., Rosenberg, W., Gray, J., Haynes, R., Richardson, W.: Evidence based medicine: what it is and what it isn't. BMJ 312 (7023): 71-72 PMID 8555924 (1996)
2. Kouznetsov, A., Matwin, S., Inkpen, D., Razavi, A., Frunza, O., Sehatkar, M., Seaward, L., O'Blenis, P.: Classifying Biomedical Abstracts Using Committees of Classifiers and Collective Ranking Techniques. In: Canadian Artificial Intelligence Conference (2009)
3. Alaiz-Rodriguez, R., Japkowicz, N., Tischer, P.: Visualizing Classifier Performance. In: Proceedings of the 20th IEEE International Conference on Tools for Artificial Intelligence, ICTAI 2008 (2008)
4. Alaiz-Rodriguez, R., Japkowicz, N., Tischer, P.: A Visualization-Based Exploratory Tool for Classifier Comparison with respect to Multiple Metrics and Multiple Domains. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part II. LNCS (LNAI), vol.5212, pp. 660-665. Springer, Heidelberg (2008)
5. Japkowicz, N., Sanghi, P., Tischer, P.: A Projection-Based Framework for Classifier Performance Evaluation. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. LNCS (LNAI), vol.5211, pp. 548-563. Springer, Heidelberg (2008)
6. Razavi, A.H., Matwin, S., Inkpen, D., Kouznetsov, A.: Parameterized Contrast in Second Order Soft Co-Occurrences: A Novel Text Representation Technique in Text Mining and Knowledge Extraction. In: Second International Workshop on Semantic Aspects in Data Mining (SADM 2009), USA, Miami (2009)
7. Software package Weka, http://www.cs.waikato.ac.nz/ml/weka/
8. Cox, T., Cox, M.: Multidimensional Scaling. Chapman and Hall, Boca Raton (October 1994)
9. Visualization Software for Clasifier Evaluation, http://www.site.uottawa. ca/∼nat/Visualization-Software/ visualization.html