Sign up & Download
Sign in

Classification of tumor marker values using heuristic data mining methods

by Stephan M Winkler, Michael Affenzeller, Witold Jacak, Herbert Stekel
GECCO 2010 Medical applications of genetic and evolutionary computation MedGEC (2010)

Abstract

Tumour markers are substances that are found in blood, urine, or body tissues and that are used as indicators for tumors; elevated tumor marker values can indicate the presence of cancer, but there can also be other causes. We have used a medical database compiled at the blood laboratory of the General Hospital Linz, Austria: Several blood values of thousands of patients are available as well as several tumor markers. We have used several data based modelling approaches for identifying mathematical models for estimating selected tumor marker values on the basis of routinely available blood values; in detail, estimators for the tumor markers AFP, CA-125, CA15-3, CEA, CYFRA, and PSA have been identified and are analysed in this paper. The documented tumour marker values are classified as

Author-supplied keywords

Cite this document (BETA)

Sign up today - FREE

Mendeley saves you time finding and organizing research. Learn more

  • All your research in one place
  • Add and import papers easily
  • Access it anywhere, anytime

Start using Mendeley in seconds!

Already have an account? Sign in

Readership Statistics

5 Readers on Mendeley
by Discipline
 
by Academic Status
 
40% Student (Master)
 
20% Post Doc
 
20% Ph.D. Student
by Country
 
40% United States
 
20% United Kingdom
 
20% Ireland