Journal Contributions: Published

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        2008  2007  2006  2005  2004  2003  2002  2001  2000  1996
        1995  1994

2008
	R. Neville. Third-order generalization: A new approach to categorizing higher-order generalization. Neurocomputing 71:7-9 (2008) 1477-1499			bib
	C. Zhang, W. Wu, X.H. Chen, Y. Xiong. Convergence of BP algorithm for product unit neural networks with exponential weights . Neurocomputing 1:1 (2008) 0-0			bib
2007
	R.N. Yadav, P.K. Kalra, J. John. Time series prediction with single multiplicative neuron model. Applied Soft Computing 7:4 (2007) 1157-1163			bib
	E.M. Iyoda, T. Shibata, H. Nobuhara, W. Pedrycz, K. Hirota. Image Compression and Reconstruction Using pit-Sigma Neural Networks. Soft Computing - A Fusion of Foundations, Methodologies and Applications 11:1 (2007) 53-61			bib
	N.G. Jaarsma, M. Bergman, F.H. Schulze, A.B. de Vaate. Macro-invertebrates in a dynamic river environment: analysis of time series from artificial substrates, using a "white box" neural network modelling method . Aquatic Ecology 41:3 (2007) 413-425			bib
	R. Pichevar, J. Rouat. Monophonic sound source separation with an unsupervised network of spiking neurones . Neurocomputing 71:1-3 (2007) 109-120			bib
	C. Weber, S. Wermter. A self-organizing map of sigma-pi units. Neurocomputing 70:13-15 (2007) 2552-2560			bib
	C. Zhang, W. Wu, Y. Xiong. Convergence Analysis of Batch Gradient Algorithm for Three Classes of Sigma-Pi Neural Networks. Neural Processing Letters 26:3 (2007) 177-189			bib
2006
	D. Mishra, A. Yadav, P.K. Kalra. A novel multiplicative neural network architecture motivated by spiking neuron model. Journal of the Indian Institute of Science 86:5 (2006) 465-479			bib
2005
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2004
	L. Rutkowski. Generalized Regression Neural Networks in Time-Varying Environment. IEEE Transactions on Neural Networks 15:3 (2004) 576-596			bib
2003
	P.P. Bocharov, V.M. Vishnevskii. G-Networks: Development of the Theory of Multiplicative Networks. Automation and Remote Control 64:5 (2003) 714-739			bib
	E.M. Iyoda, H. Nobuhara, K. Hirota. A Solution for the N-bit Parity Problem Using a Single Translated Multiplicative Neuron. Neural Processing Letters 18:3 (2003) 233-238			bib
	C.K. Li. A Sigma-Pi-Sigma Neural Network (SPSNN). Neural Processing Letters 17 (2003) 1-19			bib
2002
	M. Schmith. On the complexity of computing and learning with multiplicative neural networks. Neural Computation 14:1 (2002) 241-301			bib
2001
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2000
	Y.H. Luo, S.Y. Shen. Lp Approximation of Sigma-Pi Neural Networks. IEEE Transactions on Neural Networks 11:6 (2000) 1484-1489			bib
	J.H. Wang, Y.W. Yu, J.H. Tsai. On the internal representations of product units. Neural Processing Letters 12:3 (2000) 247-254			bib
1996
	R.S. Neville, T.J. Stonham. Adaptive Critic for Sigma-Pi Networks. Neural Networks 9:4 (1996) 603-625			bib
1995
	M. Heywood, P. Noakes. A Framework for Improved Training of Sigma-Pi Networks. IEEE Transactions on Neural Networks 6:4 (1995) 893-903			bib
1994
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 Contributions to Books Chapters

Jump to Year:   1995

1995
	L.R. Leerink, C.L. Giles, B.G. Horne, M.A. Jabri. Learning with Product Units. In: G. Tesauro, D. Touretzky, T. Leen (Eds.) Advances in Neural Information Processing Systems, The MIT Press, 1995, 537-544			bib

 Conference Contributions

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        2007  2006  2005  2002  2001  2000  1999  1997  1996  1995
        1994  1993  1992

2007
	J. Long, W. Wu, D. Nan. Uniform Approximation Capabilities of Sum-of-Product and Sigma-Pi-Sigma Neural Networks. 4th International Symposium on Neural Networks (ISNN2007). Nanjing (China, 2007) 1110-1116			bib
2006
	P.T. Elliot, D. Topiwala, W.N. Browne. Training Reformulated Product Units in Hybrid Neural Networks. 2006 International Joint Conference on Neural Networks (IJCNN06). Vancouver (Canada, 2006) 5051-5058			bib
2005
	R.L. Broderick. Adaptive verification for an on-line learning neural-based flight control system. 24 th Digital Avionics Systems Conference, 2005 (DASC2005). Portland (US, 2005) 1-10			bib
	C.-M. Lin, K.-H. Wu, J.-H. Wang. Scale Equalized Higher-order Neural Networks. 2005 IEEE International Conference on Systems, Man and Cybernetics (ICSMC05). Hawaii (USA, 2005) 816-821			bib
2002
	A. Ismail, A.P. Engelbrecht. Pruning Product Unit Neural Networks. IEEE World Congress on Computational Intelligence (IJCNN'02). Honolulu (2002) 0-0			bib
	E. Oost, F. Schulze, S. ten Hagen. Extracting multivariate power functions from complex data sets. Proccedings of the 14th Dutch-Belgian Artificial Inteligence Conference (BNAIC'02). Leuven (Belgium, 2002) 0-0			bib
2001
	M. Schmitt. Product unit neural networks with constant depht and superlinear VC dimension. Artificial Neural Networks (ICANN 2001). Lecture Notes in Computer Science 2130, 2001, Melbourne (Australia, 2001) 253-258			bib
2000
	M. Schmith. VC dimension bounds for product unit networks. International Joint Conference on Neural Networks (IJCNN2000). Washinton DC (USA, 2000) 165-170			bib
1999
	M. Valenca, T. Ludermir. Multiplicative-additive neural networks with active neurons. International Joint Conference on Neural Networks (IJCNN99). Washington DC (USA, 1999) 3821-3823			bib
1997
	K. Saito, R. Nakano. Numeric law discovery using neural networks. IVth International Conference on Neural Information Processing (ICONIP97). Dunedin (New Zealand, 1997) 843-846			bib
	K. Saito, R. Nakano. Law discovery using neural networks. XVth International Joint Conference on Artificial Intelligence (IJCAI97). Nagoya (Japan, 1997) 1078-1083			bib
1996
	A. Abdelbar, G. Tagliarini. HONEST: a new high order feedforward neural network. IEEE International Conference on Neural Networks (ICNN96). Washington DC (USA, 1996) 1257-1262			bib
	L. Sanzogni, R.F. Bonner, R. Chan. Perceptrons with Polynomial Post-Processing. IEEE International Conference on Tools with Artificial Intelligence (ICTAI96). Toulouse (France, 1996) 472-474			bib
1995
	J.-H. Wang, J.H. Lin. Qualitative analysis of the BP composed of product units andsumming units. 1995 IEEE International Conference on Systems, Man and Cybernetics (ICSMC95). Vancouver (Canada, 1995) 35-39			bib
1994
	C.G. Jeong, H. Jeong. A neural network architecture for speech segmentation using meanfield annealing. IEEE International Conference on Neural Networks (ICNN94). Orlando (USA, 1994) 4442-4447			bib
1993
	J.H. Wang. Characterization of a higher-order associative memory that usesproduct units. 1993 IEEE International Conference on Systems, Man and Cybernetics (ICSMC93). Le Touquet (France, 1993) 636-639			bib
1992
	P. Liang, N. Jamali. Artificial Neural Networks with Nonlinear Synapses and Nonlinear Synaptic Contacts. IEEE International Conference on Systems, Man and Cybernetics (SMC92). Chicago (USA, 1992) 1043-1048			bib

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