Publications

2014 CIL publications:

Aizenberg I., “MLMVN with Soft Margins Learning”, IEEE Transactions on Neural Networks and Learning Systems, vol. 25, No 9, September 2014, pp. 1632-1644.

Hirose A., Aizenberg I., Mandic D., “Guest Editorial Special Issue on Complex- and Hypercomplex-Valued Neural Networks”, vol. 25, No 9, September-October 2014, pp. 1697-1599.

Aizenberg I., Sheremetov L., Villa-Vargas L., “Multilayer Neural Network with Multi-Valued Neurons in Time Series Forecasting of Oil Production”, Springer series Lecture Notes in Computer Science, vol. 8495 “Pattern Recognition - 6th Mexican Conference on Pattern Recognition, MCPR 2014, Cancun, Mexico, June 25-28, 2014, Proceedings” (J.F. Martinez-Trinidad, J.A. Carrasco-Ochoa, J.A. Olvera-Lopez, J. Salaz-Rodriguez, C.Y. Suen - Eds), June, 2014, pp. 61-70.

2013 CIL publications:

Aizenberg I., “Hebbian and Error-Correction Learning for Complex-Valued NeuronsSoft Computing, vol. 17, No 2, February 2013, pp. 265-273.
The original SpringerLink
: http://www.springerlink.com/openurl.asp?genre=article&id=doi:10.1007/s00500-012-0891-8

Manyakov N.V., Aizenberg I., Chumerin N., and Van Hulle M., “Phase-Coded Brain-Computer Interface Based on MLMVN”, book chapter in Complex-Valued Neural Networks: Advances and Applications (A. Hirose – Ed.), Wiley, 2013, pp. 185-208.

Aizenberg I., “A Modified Error-Correction Learning Rule for Multilayer Neural Network with Multi-Valued Neurons”, Proceedings of the 2013 IEEE International Joint Conference on Neural Networks (IJCNN 2013), August, 2013, pp. 970-977 (The data sets, which were used in simulations and resulting weights are available here).

2012 CIL publications:

Aizenberg I., Luchano A., and Manetti S. "A Modified Learning Algorithm for the Multilayer Neural Network with Multi-Valued Neurons Based on the Complex QR Decomposition", Soft Computing, vol. 16, No 4, April 2012, pp. 563-575. The original SpringerLink  http://www.springerlink.com/content/nl268x0877620k01/fulltext.pdf

Wilson J. and Aizenberg I., “Intelligent Edge Detection using a CUDA Simulator of Multilayer Neural Network Based on Multi-Valued Neurons”, Proceedings of the 2012 International Conference on Image Processing, Computer Vision & Pattern Recognition (IPCV-WORLDCOMP’12) (H.A. Arabnia and L. Deligiannidis – Eds.), CSREA Press, Las Vegas, July 2012, pp. 291-297.

Aizenberg I. and Wallace G., “Intelligent detection of Impulse Noise using Multilayer Neural Network with Multi-Valued Neurons”, SPIE Proceedings, vol. 8295, February 2012, pp. 82950S-1- 82950S-12.

2011 CIL publications:

Aizenberg I., “Complex-Valued Neural Networks with Multi-Valued Neurons”(a monograph), Springer, Berlin/Heidelberg, 2011.

Aizenberg I., Jackson J., and Alexander S., "Classification of Blurred Textures using Multilayer Neural Network Based on Multi-Valued Neurons", Proceedings of the 2011 IEEE International Joint Conference on Neural Networks (IJCNN 2011), August, 2011, pp. 1328-1335.

Aizenberg I., “Multi-Valued Neurons: Hebbian and Error-Correction Learning”, Springer series Lecture Notes in Computer Science, vol. 6691 “Advances in Computational Intelligence - 11th International Work-Conference on Artificial Neural Networks, IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings, Part I” (J. Cabestany, I. Rojas, G.J Caparros - Eds), June, 2011, pp. 33-40.

Aizenberg I., Alexander S., and Jackson J., “Recognition of Blurred Images Using Multilayer Neural Network Based on Multi-Valued Neurons”, Proceedings of the 41st IEEE International Symposium on Multiple-Valued Logic (ISMVL-2011), to appear in the Proceedings, May 23-35, 2011, IEEE Computer Society Press, pp. 282-287.

Aizenberg I., "On the Projection of k-Valued Non-Linearly Separable Problems into m-Valued Linearly Separable Problems", book chapter in Springer series book Studies in Computational Intelligence (K. Madani, A.D. Correia, A. Rosa, J. Filipe – Eds.), 2011, Volume 343, Springer, Berlin-Heidelberg, 2011, pp. 223-235.

Aizenberg I., Alexander S., Jackson J., Neal T., Wilson J, and Kendrick K., “Intelligent edge enhancement using multilayer neural network based on multi-valued neurons”, SPIE Proceedings, vol. 7870 (Proc. of SPIE Congress “Electronic Imaging 2011”), March 2011, pp. 7870004-1 – 7870004-11.

Lala P.K., Anwar M.T., and Parkerson J.P., “A Fault-Tolerant FPGA Architecture”, Computer Technology and Application No 2, 2011, pp. 31l-318.

 

Members' selected previous publications:

Dr Igor Aizenberg

 

Dr Parag Lala