| dc.identifier.citation | Demuth, H dan Beale, D, (1995), “Neural Network Toolbox for Use with Matlab”, the Math Work, Inc., Massachussetts. Fausettt, L., (1994), “Fundamentals of Neural Network, Architecture, Algoritm and Application”, Printice-Hall, Inc., London Hair, JF., Anderson, RE., Tatham, RL., dan Black, WC., (1998), “Multivariate Data Analysis”, Printice Hall, Inc., Ner Jersey Hermawan, Arief, (2006), “Jaringan Saraf Tiruan, Teori dan Aplikasi”, Andi Ofset, Yogyakarta Hu, Y C., dan Tseng, FM (2005), “Applying Backpropagation Neural Network to Bankruptcy prediction”, International Journal of Electronic Business Management, Vol. 3, No. 2, pp. 97-103 Wilson, RL., dan Sharda, R., (1994), “Bankrupcy Prediction Using Neural Network”, Decision Support System, 11, hal 545-557 Wibowo, AP, (2009), “Sistem Identifikasi Potensi Satpam”, Tugas Akhir, Teknik Informatika-S1 Universitas Teknologi Yogyakarta, Yogyakarta | en_US |
| dc.description.abstract | Discriminant analysis is a statistical technique that uses information available in a set of independent
variables to classify the value of a descrete or categorical dependent variable. Depending on the
research that have been done discriminant analysis can not classify the pattern with perfect accuracy
(100%).
This study aimed to improve the accuracy of discriminat analysis in classificationing the security
potencial with neural network. This study will show the comparation between neural network and
discriminant analysis in their work on classifiction the security potencial. The security potencial will
be measured with capability, behavior, and skill variable.
Three layer neural network was trained with the back propagation algorithm, input layer consist of 3
neurons, hidden layer consist of 60 neurons and output layer consist of 1 neuron, the value of
momentum was 0,6 dan the value of initial learning rate was 0,4. After the simulation of neural
network was done, the reseacher find that neural network has a better work product than analisys
discriminant in classificationing the security potencial. | en_US |
