Pattern Classification Using Stochastic Approximation Techniques

S. Lakshmivarahan; M.A.L. Thathachar

doi:10.1109/T-C.1970.222998

Publication
1970
Issue No. 7 - July
Abstract - Pattern Classification Using Stochastic Approximation Techniques

	This Article
	PDF RSS feed
	Share
	Email this Article to a friend
	Bibliographic References
	ASCII Text BibTex RefWorks Procite/RefMan/EndNote
	Add to:
	Digg Furl Spurl Blink Simpy Google Del.icio.us Y!MyWeb
	Search
	Similar Articles Articles by S. Lakshmivarahan Articles by M.A.L. Thathachar

Pattern Classification Using Stochastic Approximation Techniques (PDF)

July 1970 (vol. 19 no. 7)

pp. 649-651

	ASCII Text	x
	S. Lakshmivarahan, M.A.L. Thathachar, "Pattern Classification Using Stochastic Approximation Techniques," IEEE Transactions on Computers, vol. 19, no. 7, pp. 649-651, July, 1970.

	BibTex	x
	@article{ 10.1109/T-C.1970.222998, author = {S. Lakshmivarahan and M.A.L. Thathachar}, title = {Pattern Classification Using Stochastic Approximation Techniques}, journal ={IEEE Transactions on Computers}, volume = {19}, number = {7}, issn = {0018-9340}, year = {1970}, pages = {649-651}, doi = {http://doi.ieeecomputersociety.org/10.1109/T-C.1970.222998}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - JOUR JO - IEEE Transactions on Computers TI - Pattern Classification Using Stochastic Approximation Techniques IS - 7 SN - 0018-9340 SP649 EP651 EPD - 649-651 A1 - S. Lakshmivarahan, A1 - M.A.L. Thathachar, PY - 1970 KW - Asymptotic efficiency KW - nonparametric training KW - pattern classification KW - stochastic approximation. VL - 19 JA - IEEE Transactions on Computers ER -

S. Lakshmivarahan, Dept. of Elec. Engrg. Indian Institute of Science

M.A.L. Thathachar

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/T-C.1970.222998

A nonparametric training procedure capable of processing an arbitrary sequence of patterns based on stochastic approximation techniques is considered. An acceleration scheme based on the adaptive Robbins-Monro procedure to increase the rate of convergence and to make the estimation asymptotically efficient is proposed. This scheme has been applied to the problem of recognition of handwritten characters.

Index Terms:

Asymptotic efficiency, nonparametric training, pattern classification, stochastic approximation.

Citation:

S. Lakshmivarahan, M.A.L. Thathachar, "Pattern Classification Using Stochastic Approximation Techniques," IEEE Transactions on Computers, vol. 19, no. 7, pp. 649-651, July 1970, doi:10.1109/T-C.1970.222998

Peer Review Notice | Give Us Feedback

Usage of this product signifies your acceptance of the Terms of Use.