Optimization of Number of Neurons in the Hidden Layer in Feed Forward Neural Networks with an Emphasis to Cascade Correlation Networks
Journal Title: International Journal of engineering Research and Applications - Year 2017, Vol 7, Issue 9
Abstract
The architectures of Artificial Neural Networks (ANN) are based on the problem domain and it is applied during the „training phase‟ of sample data and used to infer results for the remaining data in the testing phase. Normally, the architecture consist of three layers as input, hidden, output layers with the number of nodes in the input layer as number of known values on hand and the number of nodes as result to be computed out of the values of input nodes and hidden nodes as the output layer. The number of nodes in the hidden layer is heuristically decided so that the optimum value is obtained with reasonable number of iterations with other parameters with its default values. This study mainly focuses on Cascade-Correlation Neural Networks (CCNN) using Back-Propagation (BP) algorithm which finds the number of neurons during the training phase itself by appending one from the previous iteration satisfying the error condition gives a promising result on the optimum number of neurons in the hidden layer.
Authors and Affiliations
Dr. R. Amal Raj
Proactive Fault Management in Data Center Applying Cognitive Neural Network
Pro-actively handling the fault in data center is a means to allocate the VM to Host before failures, so that SLA is meet for the tasks running in the data center. In this work Cognitive Neural Network (CNN) is used to p...
A Comparative Study of Kinetics of Oxidation of Some acetophenones by Hexacyanoferrate [III] in alkaline medium.
In this study the kinetics of oxidation of o- hydroxyacetophenone, p- hydroxyacetophenone & mhydroxyacetophenone, p-methoxy acetophenone and p-bromo acetophenone by hexacyanoferrate (III) has been studied in alkaline med...
Spectral Efficiency and Bit Error Rate Analysis of WiMAX Using Diverse Modulation Techniques over Rayleigh Channel
Worldwide Interoperability for Microwave Access (WiMAX) is a popular wireless technology which offers fast voice, video and information benefits up to the client end. In this paper, the OFDM based WiMAX physical layer ma...
Scope for using underutilized Hydraulic sources a Re-emphasis on the role ofHydram
The aim of the project was to construct and design a pump that practically no running cost and needs minimum maintenance, was simple in construction and fulfilled the required specifications. This was to provide isolatio...
The Family Of Four, Five And Sixmembers Block Hybrid Simpson’s Methods For Solution Of Stiff Ordinary Differential Equations
In this research work,the construction of two-step hybrid block Simpson’s methods with two, threeand four offgrid points for the solutions of first order stiff systems of ordinary differential equations (ODEs) in studied...