An Anthology of Probabilistic Models for Medical Informatics

作者: Richard Dybowski , Stephen Roberts

DOI: 10.1007/1-84628-119-9_10

关键词:

摘要: We present a collection of examples that illustrate how probabilistic models can be applied within medical informatics, along with the relevant statistical theory.

参考文章(154)
M. A. Shwe, D. E. Heckerman, M. Henrion, E. J. Horvitz, H. P. Lehmann, G. F. Cooper, B. Middleton, Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. I. The probabilistic model and inference algorithms. Methods of Information in Medicine. ,vol. 30, pp. 241- 255 ,(1991) , 10.1055/S-0038-1634846
H. Jacques Suermondt, Michael D. Amylon, Probabilistic Prediction of the Outcome of Bone-Marrow Transplantation annual symposium on computer application in medical care. pp. 208- 212 ,(1989)
ED Heckerman, NB Nathwani, None, Toward normative expert systems: Part II. Probability-based representations for efficient knowledge acquisition and inference. Methods of Information in Medicine. ,vol. 31, pp. 106- 116 ,(1992) , 10.1055/S-0038-1634868
Leopold G. Koss, The Application of PAPNET to Diagnostic Cytology Artificial Neural Networks in Biomedicine. pp. 51- 67 ,(2000) , 10.1007/978-1-4471-0487-2_5
J. W. Miskin, D.J.C. MacKay, Ensemble Learning for blind source separation Independent Component Analysis. pp. 209- 233 ,(2001) , 10.1017/CBO9780511624148.009
William D. Penny, Dirk Husmeier, Stephen J. Roberts, The Bayesian Paradigm: Second Generation Neural Computing Artificial Neural Networks in Biomedicine. pp. 11- 23 ,(2000) , 10.1007/978-1-4471-0487-2_2
Arnon Cohen, Biomedical signal processing ,(1986)
Jacques Jenny, Irene Isenegger, Mathilde E. Boon, O.A. Nasseem Husain, Consistency of a Double PAPNET Scan of Cervical Smears Acta Cytologica. ,vol. 41, pp. 82- 87 ,(1997) , 10.1159/000332310
D. E. Heckerman, E. J. Horvitz, B. N. Nathwani, Toward normative expert systems: Part I. The Pathfinder project. Methods of Information in Medicine. ,vol. 31, pp. 90- 105 ,(1992) , 10.1055/S-0038-1634867
Suzanne M. Mahoney, Kathryn B. Laskey, Network engineering for complex belief networks uncertainty in artificial intelligence. pp. 389- 396 ,(1996)