Performance of existing prognostic factors for colorectal cancer prognosis - a critical view
Publication Type
Conference Proceeding Article
Publication Date
10-2001
Abstract
Physicians use several prognostic factors to determine the state of a patient who is in the follow-up program of colorectal cancer. Casting this prognosis problem as a pattern classification problem, we have attempted to find how efficient the prognostic factors are for the classification. We have specifically chosen sixteen most important prognostic factors for conducting experiments. The experimental results show with strong evidence that the chosen prognostic factors have limited discriminatory capability, and hence their use in prognosis may not improve the prognostic efficiency satisfactorily. We present the data analysis and experimental results based on the real data collected from Singapore General Hospital.
Keywords
Classification, Colorectal cancer, Follow-up program, Prognosis, Prognostic factors
Discipline
Computer Sciences | Health Information Technology
Publication
Building New Bridges at the Frontiers of Engineering and Medicine: 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 25-28 October 2001, Istanbul, Turkey
Volume
4
First Page
3909
Last Page
3912
ISBN
9780780372115
Identifier
10.1109/IEMBS.2001.1019695
Publisher
IEEE
City or Country
Piscataway, NJ
Citation
Sarkar M., Qi X., Leong P., and Leong T..
Performance of existing prognostic factors for colorectal cancer prognosis - a critical view. (2001). Building New Bridges at the Frontiers of Engineering and Medicine: 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 25-28 October 2001, Istanbul, Turkey. 4, 3909-3912.
Available at: https://ink.library.smu.edu.sg/sis_research/3033