Title :
Functional Equivalence between Radial Basis Function Neural Networks and Fuzzy Analogy in Software Cost Estimation
Author :
Idri, Ali ; Zakrani, Abdelali ; Abran, Alain
Author_Institution :
Dept. of Software Eng., Mohamed V Univ., Rabat
Abstract :
We show in this paper the equivalence between the radial basis function networks and fuzzy analogy in the field of software cost estimation. We prove that under weak conditions, the three layers of RBFN are functionally equivalent to the three steps of fuzzy analogy. This functional equivalence implies that advances in each literature, such new learning rules or new similarity measures, can be applied to both models directly. Furthermore, this equivalence can help us to provide a natural interpretation of cost estimation models based on RBFN.
Keywords :
radial basis function networks; software cost estimation; RBFN; fuzzy analogy; radial basis function neural networks; software cost estimation; Artificial neural networks; Cost function; Electronic mail; Fuzzy logic; Fuzzy neural networks; Mathematical model; Neural networks; Predictive models; Radial basis function networks; Software engineering; equivalence; fuzzy analogy; radial basis function networks; software cost estimation;
Conference_Titel :
Information and Communication Technologies: From Theory to Applications, 2008. ICTTA 2008. 3rd International Conference on
Conference_Location :
Damascus
Print_ISBN :
978-1-4244-1751-3
Electronic_ISBN :
978-1-4244-1752-0
DOI :
10.1109/ICTTA.2008.4530015