A prognostic model for temporal courses that combines temporal abstraction and case-based reasoning

International Journal of Medical Informatics

Volumn 74, Issue 2-4, 2005, Pages 307-315

  Schmidt, Rainer ^a   Gierl, Lothar ^a  

^a UNIVERSITY OF ROSTOCK   (Germany)

Author keywords

Artificial intelligence; Case based reasoning; Forecast; Influenza; Kidney; Prognosis

Indexed keywords

ABSTRACTING; BIOLOGICAL ORGANS; DISEASES; FAILURE ANALYSIS; INFORMATION ANALYSIS; STANDARDS;

BRONCHITIS; INFLUEZA; MEDICAL INFORMATICS; PROGNOSIS; TEMPORAL ABSTRACTIONS;

PATIENT TREATMENT;

ARTICLE; BRONCHITIS; COMPUTER MODEL; EARLY DIAGNOSIS; GEOGRAPHIC DISTRIBUTION; INFLUENZA; INTENSIVE CARE UNIT; KIDNEY FAILURE; KIDNEY FUNCTION; MEDICAL INFORMATICS; PREDICTION; PRIORITY JOURNAL; PROGNOSIS; TIME PERCEPTION;

COMPUTER SIMULATION; HUMANS; INFLUENZA, HUMAN; KIDNEY; PATIENT CARE PLANNING; PROGNOSIS;

EID: 13444260843     PISSN: 13865056     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijmedinf.2004.03.007     Document Type: Article

References (28)

1. S.M. Robeson, and D.G. Steyn Evaluation and comparison of statistical forecast models for daily maximum ozone concentrations Atmos. Environ. 24B 2 1990 303 312
2. Y. Shahar A framework for knowledge-based temporal abstraction Artif. Intell. Med. 90 1997 79 133
3. I.J. Haimowitz, and I.S. Kohane Automated trend detection with alternate temporal hypotheses Proceedings of the 13th International Joint Conference on Artificial Intelligence 1993 Morgan Kaufmann Publishers San Mateo 146 151
4. S. Miksch, W. Horn, C. Popow, and F. Paky Therapy planning using qualitative trend descriptions P. Barahona M. Stefanelli J. Wyatt Fifth Conference on Artificial Intelligence in Medicine 1995 Springer Berlin 197 208
5. R. Schmidt, S. Montani, R. Bellazzi, L. Portinale, and L. Gierl Case-based reasoning for medical knowledge-based systems Int. J. Med. Inform. 64 2001 355 367
6. R. Schmidt, and L. Gierl Case-based reasoning for antibiotics therapy advice: an investigation of retrieval algorithms and prototypes Artif. Intelligence Med. 23 2001 171 186
7. L. Gierl, and S. Stengel-Rutkowski Integrating consultation and semi-automatic knowledge acquisition in a prototype-based architecture: experiences with dysmorphic syndromes Artif. Intell. Med. 6 1994 29 49
8. S. Montani, R. Bellazzi, L. Portinale, and M. Stefanelli A multi-modal reasoning methodology for managing IDDM patients Int. J. Med. Inform. 58-59 2000 243 256
9. A. Aamodt, and E. Plaza Case-based reasoning: foundation issues. Methodological variation and system approaches AI Commun. 7 1 1994 39 59
10. J. Kolodner Case-based Reasoning 1993 Morgan Kaufmann Publishers San Mateo
11. R. Macura, K. Macura, MacRad: radiology image resources with a case-based retrieval system, in: Proceedings of the First ICCBR, Springer-Verlag, Berlin, 1995, pp. 43-54.
12. R. Schmidt, B. Heindl, B. Pollwein, and L. Gierl Multiparametric time course prognoses by means of case-based reasoning and abstraction of data and time Med. Inform. 22 3 1997 237 250
13. R. Schmidt, B. Pollwein, L. Gierl, Experiences with case-based reasoning methods and prototypes for medical knowledge-based systems, in: Proceedings of AIMDM'99, Springer-Verlag, Berlin, 1999, pp. 124-132.
14. U. Wenkebach, B. Pollwein, and U. Finsterer Visualization of large databases in intensive care Proc. Annu. Symp. Comput. Appl. Med. Care 1992 18 22
15. A. Tversky Features of similarity Psychol. Rev. 84 1977 327 352
16. R. Schmidt, B. Pollwein, and L. Gierl Medical multiparametric time course prognoses applied to kidney function assessments Int. J. Med. Inform. 53 2/3 1999 253 264
17. J.R. Anderson A theory of the origins of human knowledge Artif. Intell. 40 1989 313 351 (special volume on machine learning)
18. R. Schmidt, and L. Gierl Case-based reasoning prognosis for temporal courses M. Schmitt H.N. Teodorescu A. Jain A. Jain A.S. Jain L.C. Jain Computational Intelligence Techniques in Medical Diagnosis and Prognosis 2002 Springer Berlin 101 128
19. B. Smyth, and M.T. Keane Adaptation-guided retrieval: questioning the similarity assumption in reasoning Artif. Intell. 102 1998 249 293
20. R. Schmidt, and L. Gierl Case-based reasoning for predicting the temporal spread of infectious diseases E. Damiani R.J. Howlett L.C. Jain N. Ichalkaranje Knowledge-based Intelligent Information Engineering Systems and allied Technologies 2002 IOS Press Amsterdam 21 25
21. K.L. Nichol The effectiveness of vaccination against influenza in adults N. Engl. J. Med. 333 1995 889 893
22. M.Y. Hwang Do you have the flu? J. Am. Med. Assoc. 281 1999 962
23. W.R. Dowdle, Informed Consent, Nelson-Hall, Inc., Chicago, IL.
24. M. Prou, A. Long, and M. Wilson Exploratory temporal-spatial analysis of influenza epidemics in France 2001
25. N. Shindo, K. Osaka, and S. Hashimoto Distribution of the influenza warning map by internet 2001
26. C.P. Farrington, and A.D. Beale The detection of outbreaks of infectious diseases L. Gierl A.D. Cliff A.-J. Valleron C.P. Farrington M. Bull International Workshop on Geomedical Systems 1997 Teubner Stuttgart 97 117
27. R. Schmidt, and L. Gierl Predicting influenza waves with health insurance data P. Perner R. Brause H.-G. Holzhütter Medical Data Analysis 2003 Springer-Verlag Berlin 91 98
28. Epidemiologisches Bulletin 18/99, Robert Koch Institute, 1999.