NDLI: Studies of generalization for the LAPART-2 architecture

Content Provider	IEEE Xplore Digital Library
Author	Caudell, T.P. Healy, M.J.
Copyright Year	1999
Description	Author affiliation: Dept. of Electr. Eng. & Comput. Eng., New Mexico Univ., Albuquerque, NM, USA (Caudell, T.P.)
Abstract	This paper presents the results of a computer study of supervised learning and generalization in a new neural architecture that has extremely tight bounds on learning convergence. LAPART-2 is an extended version of the LAPART-1 introduced previously by the authors (1998). This paper explores the architectural generalisation through a series of numerical experiments using challenging problems in classification. This class of problem is used in this study because of the simplicity of correctness analysis and the availability of theoretical bounds on performance. Three classification problems were picked to initially study the generalization in LAPART-2 learning. Bayesian classification performance was calculated for each of the test problems for comparison. These experiments demonstrate that the generalization performance of LAPART-2 closely matches that of Bayesian for each of the problems, and converge in two or less epochs. LAPART-2 has one of the tightest theoretical bounds on learning convergence and excellent generalization performance.
Starting Page	1979
Ending Page	1982
File Size	315342
Page Count	4
File Format	PDF
ISBN	0780355296
ISSN	10987576
DOI	10.1109/IJCNN.1999.832687
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1999-07-10
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Supervised learning Computer architecture Convergence Performance analysis Bayesian methods Availability Logic testing Turning Learning systems
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