
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. 16321644.
Hirose A., Aizenberg I., Mandic D., “Guest
Editorial Special Issue on Complex and HypercomplexValued
Neural Networks”, vol. 25, No 9, SeptemberOctober 2014, pp. 16971599.
Aizenberg I., Sheremetov
L., VillaVargas L., “Multilayer Neural Network with MultiValued 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 2528, 2014, Proceedings” (J.F. MartinezTrinidad,
J.A. CarrascoOchoa, J.A. OlveraLopez, J. SalazRodriguez,
C.Y. Suen  Eds), June, 2014, pp. 6170.
2013 CIL publications:
Aizenberg I., “Hebbian
and ErrorCorrection Learning for ComplexValued Neurons” Soft
Computing, vol. 17, No 2, February 2013, pp. 265273.
The original SpringerLink: http://www.springerlink.com/openurl.asp?genre=article&id=doi:10.1007/s0050001208918
Manyakov N.V., Aizenberg I., Chumerin N., and Van Hulle
M., “PhaseCoded
BrainComputer Interface Based on MLMVN”, book chapter in ComplexValued
Neural Networks: Advances and Applications (A. Hirose – Ed.), Wiley, 2013, pp.
185208.
Aizenberg I., “A
Modified ErrorCorrection Learning Rule for Multilayer Neural Network with
MultiValued Neurons”, Proceedings
of the 2013 IEEE International Joint Conference on Neural Networks (IJCNN
2013), August, 2013, pp.
970977 (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
MultiValued Neurons Based on the Complex QR Decomposition", Soft
Computing, vol. 16, No 4, April 2012, pp. 563575. 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
MultiValued Neurons”, Proceedings of the 2012 International
Conference on Image Processing, Computer Vision & Pattern Recognition
(IPCVWORLDCOMP’12) (H.A. Arabnia and L. Deligiannidis
– Eds.), CSREA Press, Las Vegas, July 2012, pp. 291297.
Aizenberg I. and Wallace G.,
“Intelligent detection of Impulse Noise using Multilayer Neural Network
with MultiValued Neurons”, SPIE Proceedings, vol. 8295, February 2012, pp.
82950S1 82950S12.
2011 CIL publications:
Aizenberg I., “ComplexValued
Neural Networks with MultiValued Neurons”(a
monograph), Springer, Berlin/Heidelberg, 2011.
Aizenberg I., Jackson J.,
and Alexander S., "Classification
of Blurred Textures using Multilayer Neural Network Based on MultiValued
Neurons", Proceedings of the 2011 IEEE International Joint
Conference on Neural Networks (IJCNN 2011), August, 2011, pp. 13281335.
Aizenberg I.,
“MultiValued Neurons: Hebbian and
ErrorCorrection Learning”, Springer series Lecture Notes in Computer
Science, vol. 6691 “Advances in Computational Intelligence  11th
International WorkConference on Artificial Neural Networks, IWANN 2011, TorremolinosMálaga, Spain, June 810, 2011,
Proceedings, Part I” (J. Cabestany, I. Rojas, G.J
Caparros  Eds), June,
2011, pp. 3340.
Aizenberg I., Alexander
S., and Jackson J., “Recognition of Blurred Images Using Multilayer Neural
Network Based on MultiValued Neurons”, Proceedings of the 41st IEEE
International Symposium on MultipleValued Logic (ISMVL2011), to appear in
the Proceedings, May 2335, 2011, IEEE Computer Society Press, pp. 282287.
Aizenberg I., "On
the Projection of kValued NonLinearly Separable Problems into mValued
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, BerlinHeidelberg, 2011, pp. 223235.
Aizenberg I., Alexander
S., Jackson J., Neal T., Wilson J, and Kendrick K., “Intelligent edge
enhancement using multilayer neural network based on multivalued neurons”,
SPIE Proceedings, vol. 7870 (Proc. of SPIE Congress “Electronic Imaging
2011”), March 2011, pp. 78700041 – 787000411.
Lala P.K., Anwar M.T., and Parkerson
J.P., “A FaultTolerant FPGA Architecture”, Computer Technology and
Application No 2, 2011, pp. 31l318.
Members' selected previous publications:
Dr
Igor Aizenberg
Dr Parag Lala
