Title :
Regional Models for Biological Processes Based on Linear Regression and Neural Networks
Author :
Radonj, Pero ; Stankovic, Stevan ; Matovic, Bratislav ; Drazic, Dragana
Author_Institution :
Inst. of Forestry, Belgrade
Abstract :
In this paper linear regression and neural networks are used for obtaining regional models of biological processes. Regional models enable getting the most important regional characteristics without detailed measurements on all individual objects. Testing of the obtained regional model by using data samples is done. A very high correlation is obtained between real data and data computed on the basis of regional models. It is shown that application of NNs provides better regional models than those obtained by linear regression
Keywords :
biology computing; neural nets; regression analysis; biological processes; linear regression; neural networks; regional models; Biological processes; Biological system modeling; Biology computing; Equations; Forestry; Linear regression; Neural networks; Q measurement; Seminars; Testing; generalized models; linear regression; modeling; neural networks; regional models;
Conference_Titel :
Neural Network Applications in Electrical Engineering, 2006. NEUREL 2006. 8th Seminar on
Conference_Location :
Belgrade, Serbia & Montenegro
Print_ISBN :
1-4244-0433-9
Electronic_ISBN :
1-4244-0433-9
DOI :
10.1109/NEUREL.2006.341209