Impact of varying neurons and hidden layers in neural network architecture for a time frequency application

10th IEEE International Multitopic Conference 2006, INMIC

Volumn , Issue , 2006, Pages 188-193

  Shaft, Imran ^b   Ahmad, Jamil ^a,c   Shah, Syed Ismail ^a,c   Kashif, Faisal M ^d  

^a IEEE

^b CENTER FOR ADVANCED STUDIES IN ENGINEERING   (Pakistan)

^c IQRA UNIVERSITY   (Pakistan)

^d MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Back propagation; Hidden layer; Neural networks; Neurons; Time frequency analysis

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER ARCHITECTURE; ERROR ANALYSIS; IMAGE CLASSIFICATION; MEAN SQUARE ERROR; NETWORK ARCHITECTURE; NEURONS; SPECTROGRAPHS; SPECTRUM ANALYSIS;

DECISION CRITERIONS; EXPERIMENTAL INVESTIGATIONS; FEED-FORWARD BACK-PROPAGATION; HIDDEN LAYERS; INTERNATIONAL (CO); MEAN SQUARE ERROR (MSE); MULTI COMPONENT SIGNALS; NEURAL NETWORK ARCHITECTURES; OPTIMUM SOLUTIONS; SPECTROGRAMS; TIME FREQUENCIES; TIME-FREQUENCY DISTRIBUTIONS (TFDS);

NEURAL NETWORKS;

EID: 46449095854     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INMIC.2006.358160     Document Type: Conference Paper

References (9)

1. K. Jain, J. Mao and K. M. Mohiddin, "Artificial Neural Network: A tutorial", IEEE Trans. on Computers, pp. 31-44, 1996.
2. nd Draft submitted on 21 Aug 2006.
3. I. Shafi, J. Ahmad, S.I. Shah, FM. Kashif, " Time Frequency Distribution using Neural Networks", Proc. IEEE International Conf on Emerging Technologies, pp. 32-35, Pakistan, 2005.
4. R.M. Gray, "Entropy and Information Theory". New York Springer-Verlag, 1990.
5. L. Cohen, "Time Frequency Analysis", Prentice-Hall, NJ, 1995.
6. M.T. Hagan, H.B. Demuth & M. Beale, "Neural Network Design", Thomson Learning USA, 1996.
7. J. Ahmad, I. Shafi, S.I. Shah. FM. Kashif, "Analysis and Comparison of Neural Network Training Algorithms for the Joint Time-Frequency Analysis", Proc. IASTED Intl. Conf on Artificial Intelligence and application, pp. 193-198, Austria, Feb 2006.
8. C. Stergiou, "What is a Neural Network", http://www.doc.ic. ac.uk/~nd/surprise_96/journal/voll/csll/articlel.html.
9. C. Stergiou, "Neural Networks, the Human Brain and Learning",http://www.doc.ic.ac.uk/~nd/surprise_96/journal/vol2/cs11/ article2.html