165
Views
29
CrossRef citations to date
0
Altmetric
Research Article

Data mining techniques applied to medical information

, &
Pages 81-102 | Published online: 12 Jul 2009

  • SHORTLIFFE, E. H., 1993, The adolescence of AI in medicine: will the field come of age in the '90s? Artificial Intelligence in Medicine, 5, 93-106.
  • MEDICAL RECORDS INSTITUTE, 1996, What is an electronic patient record, http://www.medrecinst.com/mri/index.html
  • DUKE UNIVERSITY MEDICAL INFORMATICS, 1997, What is medical informatics, http://dmiwww.mc.duke.edu/dukemi/research/research.html
  • COIERA, E., 1997, Guide to medical informatics, the internet and telemedicine, http://www.coiera.com
  • SZOLOVITS, P., DOYLE, J., and LONG, W. J., 1994, Guardian angel: patient-centered health information systems, MIT of Technology Laboratory for Computer Science, Technical Report MIT/LCS/TR-604.
  • DICK, R. S., and STEEN, E. B., editors, 1991, The computer-based patient record--an essential technology for healthcare, (US A: The National Academy Press, Institute of Medicine), ISBN 0-309-04495-2
  • FAYYAD, U. M., PIATETSKY-SHAPIRO, G., SMYTH, P., and UTHURUSAMY, R., editors, 1996, Advances in knowledge discovery and data mining, (CA, USA: AAAI Press/The MIT Press) ISBN 0-262-56097
  • IBM, 1997, Data mining: extending the information warehouse framework, http://www.almaden.ibm.com/cs/quest/papers/whitepaper.html
  • EBERHART, R., DOBBINS, R., and SIMPSON, P., 1996, Computational intelligence PC tools, (MA, USA: Academic Press, Inc.), ISBN 0-12-228630-8
  • REISMAN, Y., 1996, Couputer-based clinical decision aids. A review of methods and assessment of systems, Medical Informatics, 21, 179-197.
  • FINDLER, N. V., 1991, An artificial intelligence technique for information and fact retrieval--an application in medical knowledge processing, (MA, USA: The MIT Press), ISBN 0-262-56060-7
  • SORTLIFFE, E. H., 1976, Computer-based medical consultations. MYCIN (CA, USA: Elsevier Scientific Publishing Co.), ISBN 0-444-00179-4
  • COIERA, E., 1994, Medical informatics, Australian Medical Journal, 160, 438-440.
  • SPSS, 1998, Data mining, http://www.spss.com/datamine/whitepap.htm
  • PACIFIC NORTHWEST NATIONAL LABORATORY, 1996, Neural networks applications in medicine and health, http://www.emsl.pnl.
  • EVANS, J., ROGERS, C., and KAUL, S., 1997, The general practice morbidity database project Wales--a methodology for primary care data extraction, Medical Informatics, 22, 191-202.
  • SCHMIDT, R., HEINDL, B., POLLWEIN, B., and GIERL, L., 1997, Multiparametric time course prognoses by means of case-based reasoning and abstractions of data and time. Medical Informatics, 22, 237-250.
  • UNIVERSITY OF CALIFORNIA, IRVING FTP SITE, 1996, FTT//ftp.ics.ua.edu:pub/machine.learningdatabases.
  • DETRANO, A. R., JANOSI, A., STEINBRUNN, W., PFISTERER, M., SCHMID, J., SANDHU, S., GUPPY, K. H., LEE, S. and FROELICHER, V., 1989, International application of a new probability algorithm for the diagnosis of coronary artery disease (International probability analysis), American Journal of Cardiology, 64, 304-310.
  • GENNARI, C. J., 1989, Models of incremental concept formation, Artificial Intelligence, 40, 11-61.
  • LINDSEY, J. C., and McGRATH N. M., 1998, Interpreting treatment differences when patients drop out of a clinical trial, Aids Patient Care & STDS, 12, 275-285.
  • WRIGHT, M. B., 1999, Data preprocessing: determing record usability for the knowledge discovery process, http://www.cs.msstate.edu/Øwright/acm-pres
  • STATISTICA, 1998, Missing data, http://www.statsoft.com/textbook/glosp.html.
  • MULTIVARIATE SOFTWARE, INC, 1999, Missing data handling and imputation, http://mvsoft.com/missing.htm.
  • MAREG, 1999, MAREG and WinMAREG, http://www.stat.uni-muenchen.de/ændreas/mareg/winmareg.html
  • GRAHAM, J. W., and HOFER, S. M., 1999, Missing data software--EMCOV, http://methcenter.psu.edu/emcov.html
  • BADSBERG, J., 1992, Model search in contingency tables by Coco, In Computational Statistics, edited by Y. Dodge and J. Wittaker, Heidelberg: Physica Verlag, pp. 251-256.
  • HøJSGAARD, S., SKJøTH, F., and CHICKERING, B., 1994, User guide to BIFROST technical report, (Aalborg, Denmark: Department of Mathematics and Computer Science).
  • THOMAS, A., SPIEGELHALTER, D., and GILKS, W., 1992, Bugs: a program to perform Bayesian inference using Gibbs sampling, In Bayesian Statistics, edited by J. Bernardo, J. Berger, A. Dawid and A. Smith, (New York: Oxford University Press), pp. 837-842.
  • SCHAFER, J. L., 1997, Analysis of incomplete multivariate data, Chapman & Hall series Monographs on Statistics and Applied Probability, ISBN: 0412040611, New York.
  • SAS PROCEDURE GUIDE, 1988, Release 6.03, (Gary, NC, USA: SAS Institute Inc.)
  • The University of Texas at Austin, Statistical Services, 1999, Summing variables with missing data in SAS, http://www.ntexas.edu/faqs/stat/sas
  • FAUSETT, L. V., 1994, Fundamentals of neural networks: architectures, algorithms and applications, (New York: Prentice Hall) ISBN 0-13-334186-0.
  • EMBRECHTS, M. J., 1997, Problem solving with artificial neural networks, available on request [email protected], lecture notes, Rensselaer Polytechnic Institute, Fall.
  • ZARET, B. L., MOSER, M., and COHEN, L. S., 1992, Heart book, (New York: Yale University, School of Medicine, William Morrow and Company, Inc.), ISBN 0-668-09719-7.
  • JOHNSON, R. A., and WICHERN, D. W., 1992, Applied multivariate statistical analysis, Third Edition, Prentice-Hall, Inc., ISBN 0-13-041773-4, NJ, USA.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.