Evaluation of ANN classifiers during supervised training with ROC Analysis and Cross Validation

BioMedical Engineering and Informatics: New Development and the Future - Proceedings of the 1st International Conference on BioMedical Engineering and Informatics, BMEI 2008

Volumn 1, Issue , 2008, Pages 274-278

  Sovierzoski, Miguel Antonio ^a   Argoud, Fernanda Isabel Marques ^b   De Azevedo, Fernando Mendes ^b  

^a UNIVERSIDADE TECNOLÓGICA FEDERAL DO PARANÁ   (Brazil)

^b FEDERAL UNIVERSITY OF SANTA CATARINA   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMEDICAL ENGINEERING; BOOLEAN FUNCTIONS; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; COMPUTER NETWORKS; LEARNING SYSTEMS; NEURAL NETWORKS;

INFORMATICS; SUPERVISED TRAINING;

BACKPROPAGATION;

EID: 51549120774     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BMEI.2008.251     Document Type: Conference Paper

References (12)

1. S. Amari, N. Murata, K. Müller, M. Finke, and H. Yang. Statistical theory of overtraining-is cross-validation asymptotically effective? Advances in neural information processing systems, 8:176-182, 1996.
2. C. Brown and H. Davis. Receiver operating characteristics curves and related decision measures: A tutorial. Chemometrics and Intelligent Lab Systems, 80(1):24-38, 2006.
3. J. DeLeo. The receiver operating characteristic function as a tool for uncertainty management in artificial neural network decision-making. Proceedings of the Second International Symposium on Uncertainty Modeling and Analysis, IEEE Computer Society Press, pages 141-144, 1993.
4. R. Eberhart and R. Dobbins. Neural network PC tools: a practical guide. Academic Press, Inc. USA, 1990.
5. R. Eberhart and R. Dobbins. Neural network performance metrics for biomedical applications. Computer-Based Medical Systems, 1990., Proceedings of Third Annual IEEE Symposium on, pages 282-289, 1990.
6. S. Haykin. Neural Networks: A Comprehensive Foundation. Prentice Hall PTR Upper Saddle River, NJ, USA, 1994.
7. R. Knapp and M. Miller. Clinical epidemiology and biostatistics. Williams & Wilkins, 1992.
8. D. Rumelhart and J. McClelland. Parallel distributed processing, Vol. 1. MIT Press Cambridge, MA, USA, 1986.
9. M. Stone. Cross-validatory choice and assessment of statistical predictions. Journal of the Royal Statistical Society. Series B (Methodological), 36(2):111-147, 1974.
10. J. Swets. Measuring the accuracy of diagnostic systems. Science, 240(4857):1285, 1988.
11. J. Tilbury, W. Van Eetvelt, J. Garibaldi, J. Curnsw, and E. Ifeachor. Receiver operating characteristic analysis for intelligent medical systems - a new approach for finding confidence intervals. IEEE Transactions on Biomedical Engineering, 47(7):952-963, 2000.
12. A. Van Erkel and P. Pattynama. Receiver operating characteristic (roc) analysis: basic principles and applications in radiology. Eur J Radiol, 27(2):88-94, 1998.