Domaine Quelques Lectures pour Comprendre
Evaluation of (Diagnostic) Systems

Berner, E. S., G. D. Webster, A. A. Shugerman, et al. (1994) "Performance of Four Computer-Based Diagnostic Systems." New England Journal of Medicine 330.

Yu, V., Buchanan, B., Shortliffe, E., et al. (1979) Evaluating the performance of a computer-based consultant. Computers and Biomedicine 9:95-102.

Yu, V., Fagan, L., Wraith, S., et al. (1979) Antimicrobial selection by computer: A blinded evaluation by infectious disease experts. JAMA 242:1279-1282.

Long, W. (1980) "Criteria for Computer Generated Therapy Advice in a Clinical Domain." Computers in Cardiology 1980 285-288.

Long, W., Naimi, S., Criscitiello, M. (1994) Evaluation of a new method for cardiovascular reasoning. J. Amer. Med. Informatics Assn. 1:127-141.

Fraser, H., Long, W., Naimi, S. "Evaluation of a Cardiac Diagnostic Program in a Typical Clinical Setting." Submitted for publication, 2002.

Machine Learning I

Dreiseitl, S., et al. A Comparison of Machine Learning Methods for the Diagnosis of Pigmented Skin Lesions. J. Biomed. Informatics 1995:34:28-36.

Khan, J., et al., Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks. Nature Medicine 2001 7(6):673-9.

Golub, T., et al.. Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring. Science 286: 531-7, 1999.

Weber, G., et al. Building an Asynchronous Web-Based Tool for Machine Learning Classification, 2002.

Machine Learning II

Ramaswamy, S., et al. Multiclass cancer diagnosis using tumor gene expression signatures. PNAS 2001:98:26:15149-54.

Chan, K., et al., Comparison of machine learning and traditional classifiers in glaucoma diagnosis. IEEE Trans. Biomed. Engr. 2002:49:9:963-74.

Machine Learning III

Ong, I.M., et al. Modelling regulatory pathways in E. coli from time series expression profiles. Bioinformatics 2002:18 Suppl. 1:S241-S248.

Stephanopoulos, G., et al., Mapping physiological states from microarray expression measurements. Bioinformatics 2002:18:8:1054-1063.