Regional Models for Biological Processes Based on Linear Regression and Neural Networks
| Autor: | Srdjan S. Stankovic, Bratislav Matovic, Dragana Drazic, Pero Radonja |
|---|---|
| Rok vydání: | 2006 |
| Předmět: |
0106 biological sciences
Artificial neural network Basis (linear algebra) business.industry Computer science Regression analysis 02 engineering and technology Machine learning computer.software_genre 010603 evolutionary biology 01 natural sciences Correlation Linear regression 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing Artificial intelligence Regional model business computer |
| Zdroj: | 2006 8th Seminar on Neural Network Applications in Electrical Engineering. |
| DOI: | 10.1109/neurel.2006.341209 |
| Popis: | 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. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|