NDLI: A hyperellipsoid neural network for pattern classification

Content Provider	IEEE Xplore Digital Library
Author	Chang Jou Quen Zong Wu Shuh-Chuan Tsay Yuh-Jiuan Tsay Shih-Shien Yu
Copyright Year	1991
Description	Author affiliation: Telecommun. Labs., Minist. of Commun., Chung-Li, Taiwan (Chang Jou; Quen Zong Wu; Shuh-Chuan Tsay; Yuh-Jiuan Tsay; Shih-Shien Yu)
Abstract	Proposes a distance based neural network for pattern classification. In the beginning of network training, a hyperellipsoid is constructed for each training pattern. The authors try to merge the hyperellipsoids of the same classes without interfering with the hyperellipsoids of other classes. Because each class is represented by several hyperellipsoids, any pattern which is located in or nearest to one of these hyperellipsoids is classified to this class. This distance based neural network does not need any hidden layer. An example is given to compare the performances of this network and the multilayer perceptron. It shows that better performance may be obtained by using this network.<>
Starting Page	1176
Ending Page	1179
File Size	2934919
Page Count	4
File Format	PDF
ISBN	0780300505
DOI	10.1109/ISCAS.1991.176245
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1991-06-11
Publisher Place	Singapore
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Neural networks Pattern classification Self organizing feature maps Multilayer perceptrons Computer networks Nearest neighbor searches Cost function Helium Merging
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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