Temporal rule induction for clinical outcome analysis

International Journal of Business Intelligence and Data Mining

Volumn 1, Issue 1, 2005, Pages 122-136

  Hu, Xiaohua ^a   Song, Il Yeol ^a   Han, Hyoil ^a   Yoo, Illhoi ^a   Prestrud, Ann A ^b   Brennan, Murray F ^c   Brooks, Ari D ^b  

^a Drexel University   (United States)

^b DREXEL UNIVERSITY COLLEGE OF MEDICINE   (United States)

^c MEMORIAL SLOAN KETTERING CANCER CENTER   (United States)

Author keywords

Association rule; Clinical outcome analysis; Data mining; Temporal rule induction

Indexed keywords

EID: 33744474079     PISSN: 17438187     EISSN: 17438195     Source Type: Journal    
DOI: 10.1504/IJBIDM.2005.007322     Document Type: Article

References (21)

1. Altman, D.G. (1999) Practical Statistics for Medical Research, Chapman & Hall, p.66
2. Aoki, N.M., Wall, J., Demsar, J., Zupan, B., Granchi, T. and Schreiber, M.A. (2000) 'Predictive model for survival at the conclusion of a damage control lapartomy', American Journal of Surgery, Vol. 180, pp.540-544.
3. Daniel, W. (1999) Biostatistics: A Foundation for Analysis in the Health Sciences, 7th ed., John Wiley and Sons, Inc., New York.
4. Demsar, J., Zupan, B., Aoki, N., Wall, M.J., Granchi, T.H. and Beck, J.R. (2001) 'Feature mining and predictive model construction from severe trauma patient's data', Medical Informatics, Vol. 63, pp.41-50.
5. Han, H., Song, I-Y., Hu, X., Prestrud, A., Brennan, F. and Brooks, A. (2004) 'Managing and mining clinical outcomes', 9th International Conference on Database Systems for Advanced Applications (DASFAA 2004), March 17-19, Jeju Island, Korea.
6. Hankey, B., Ries, L. and Edwards, B. (1999) 'The surveillance, epidemiology, and end results program: a national resource', Cancer Epidemiol Biomarkers Prev., Vol. 8, pp.1117-1121.
7. Hindle, W. (2002) 'Breast cancer: introduction. Diagnosis and treatment of nongynecologic cancer', Clin. Obstet. Gynecol., Vol. 45, pp.738-745.
8. Hu, X. (2005) 'A data mining approach for retail banking attrition analysis', accepted to be published in International Journal of Applied Intelligence, January-February, Vol. 22, No. 1, pp.47-60.
9. Hu, X. and Cercone, N. (2001) 'Discovering maximal generalized decision rules through horizontal and vertical data reduction', Computational Intelligence: An International Journal, Vol. 17, No. 4, 685-702.
10. Hu, X. and Cercone, N. (2004) 'A data warehouse/olap framework for web usage mining and business intelligence reporting', International Journal of Intelligence Systems, July, Vol. 19, No. 7, pp.567-584.
11. Liu, B., Hsu, W. and Ma, Y. (1998) 'Integrating classification and association rule mining', Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98), New York, USA.
12. Mani, S., Pazzani, M.J. and West, J. (1997) 'Knowledge discovery from a breast cancer database', presented at Proceedings on Artificial Intelligence in Medicine, Europe.
13. McGinnis, L., Menck, H., Eyre, H., Bland, K., Scott-Conner, C. and Morrow, M. (2000) 'National cancer data base survey of breast cancer management for patients from low income zip codes', Cancer, Vol. 88, pp.933-945.
14. Menck, H., Bland, K., Eyre, H., Cunningham, M., Fremgen, A. and Murphy, G. (1998) 'Clinical highlights from the national cancer data base', Cancer J. Clin., Vol. 48, pp.134-145.
15. Ong, L.S., Shepherd, B., Tong, L.C., Seow-Choen, F., Ho, Y.H., Tang, C.L., Ho, Y. S. and Tan, K. (1997) 'The colorectal cancer recurrence support (CARES) system', Artificial Intelligence in Medicine, Vol. 11, pp.175-188.
16. Pisters, P., Leung, D., Woodruff, J., Shi, W. and Brennan, M. (1996) 'Analysis of prognostic factors in 1,041 patients with localized soft tissue sarcomas of the extremities', Clinical Oncology, Vol. 14, pp.1679-1689.
17. Russell, S.J. and Norvig, P. (1995) Artificial Intelligence: A Modern Approach, Prentice Hall.
18. Shinagawa, S. (2000) 'The excess burden of breast carcinoma in minority and medically underserved communities: application research, and redressing institutional racism', Cancer, Vol. 88, pp.1217-1223.
19. Stojadinovic, A., Leung, D., Allen, P., Lewis, J., Jaques, D. and Brennan, M,. (2002a) Clinical Oncology, Vol. 20, pp.4344-4352.
20. Stojadinovic, A., Leung, D., Hoos, A., Jaques, D., Lewis, J. and Brennan, A.M. (2002b) Surg., Vol. 235, pp.424-434.
21. Zupan, B. and Lavrac, N. (1999) 'Data mining techniques and applications in medicine', Artificial Intelligence in Medicine, Vol. 16, pp.1, 2.