Naive Bayesian-based nomogram for prediction of prostate cancer recurrence Conference Paper
| Authors: | Demšar, J.; Zupan, B.; Kattan, M. W.; Beck, J. R.; Bratko, I. |
| Title: | Naive Bayesian-based nomogram for prediction of prostate cancer recurrence |
| Conference Title: | 15th Conference on Medical Informatics Europe (MIE 1999) |
| Abstract: | This paper introduces a schema with naive-Bayesian classifier and patient weighting technique to develop a prostate cancer recurrence prediction model from patient data. We propose the graphical presentation of naive-Bayesian classifier with a nomogram, which can be used both for prediction or can provide means to data analysis. The resulting model was experimentally evaluated; the results were favorable both in terms of interpretability and predictive accuracy. |
| Keywords: | survival; survival analysis; comparative study; cancer staging; neoplasm staging; neoplasm recurrence, local; bayes theorem; proportional hazards models; pathology; prostatic neoplasms; proportional hazards model; probability; tumor recurrence; prostate tumor; prediction and forecasting; predictive value of tests; computer simulation; mathematical computing; humans; human; male; article |
| Journal Title | Studies in Health Technology and Informatics |
| Volume: | 68 |
| Conference Dates: | 1999 Aug 22-26 |
| Conference Location: | Ljubljana, Slovenia |
| ISBN: | 0926-9630 |
| Publisher: | IOS Press |
| Location: | Amsterdam, Netherlands |
| Date Published: | 1999-01-01 |
| Start Page: | 436 |
| End Page: | 441 |
| Language: | English |
| DOI: | 10.3233/978-1-60750-912-7-436 |
| PROVIDER: | scopus |
| PUBMED: | 10724923 |
| DOI/URL: | |
| Notes: | Conference Paper -- Export Date: 16 August 2016 -- 2000131490 -- 22 August 1999 through 26 August 1999 -- Source: Scopus |
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