Incorporating a priori Knowledge into Initialized Weights for Neural Classifier

Como, Italy July 24-July 27

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http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.857911

IEEE-INNS-ENNS International Joint Co ...

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	ASCII Text	x
	Zhe Chen, Tian-Jin Feng, Zweitze Houkes, "Incorporating a priori Knowledge into Initialized Weights for Neural Classifier," Neural Networks, IEEE - INNS - ENNS International Joint Conference on, vol. 2, pp. 2291, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 2, 2000.

	BibTex	x
	@article{ 10.1109/IJCNN.2000.857911, author = {Zhe Chen and Tian-Jin Feng and Zweitze Houkes}, title = {Incorporating a priori Knowledge into Initialized Weights for Neural Classifier}, journal ={Neural Networks, IEEE - INNS - ENNS International Joint Conference on}, volume = {2}, year = {2000}, issn = {1098-7576}, pages = {2291}, doi = {http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.857911}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Neural Networks, IEEE - INNS - ENNS International Joint Conference on TI - Incorporating a priori Knowledge into Initialized Weights for Neural Classifier SN - 1098-7576 SP EP A1 - Zhe Chen, A1 - Tian-Jin Feng, A1 - Zweitze Houkes, PY - 2000 VL - 2 JA - Neural Networks, IEEE - INNS - ENNS International Joint Conference on ER -

Zhe Chen, Ocean University of Qingdao

Tian-Jin Feng, Ocean University of Qingdao

Zweitze Houkes, Twente University

Artificial neural networks (ANN), esp. multilayer perceptrons (MLP) have been widely used in pattern recognition and classification. Nevertheless, how to incorporate a priori knowledge to design ANN is still an open problem. This paper tries to give some insightful discussions on this topic emphasizing weight initialization from three perspectives. Theoretical analyses and simulations are offered for validation.

Citation:

Zhe Chen, Tian-Jin Feng, Zweitze Houkes, "Incorporating a priori Knowledge into Initialized Weights for Neural Classifier," ijcnn, vol. 2, pp.2291, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 2, 2000

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