NDLI: A Modified Constructive Neural Networks and Its Application for Large-scale Data Mining

Content Provider	IEEE Xplore Digital Library
Author	Wenjiang Zhou Yin Xu Lunwen Wang Ling Zhang Ying Tan
Copyright Year	2007
Description	Author affiliation: Electron. Eng. Inst., Hefei (Wenjiang Zhou; Yin Xu; Lunwen Wang)
Abstract	The constructive neural networks based on the covering algorithms is suitable for large-scale data mining because it can be local processing and has little computational complexity, however, the local processing lows classification precision. In this paper, covering algorithms is firstly extended to kernel covering algorithms and we secondly construct a kind of finite mixture probabilistic model based on kernel covering algorithms according to the probability meaning of Gaussian function and finally introduce the global optimizing computation by "maximum likelihood theory", realize the global optimization problem of the covering algorithms so as to expand the range of application of covering algorithms and improve its precision. The results of the experiment are given as an example to illustrate the validation of the method.
Starting Page	24
Ending Page	28
File Size	305513
Page Count	5
File Format	PDF
ISBN	9780769528755
DOI	10.1109/ICNC.2007.66
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-08-24
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Support vector machines Neural networks Neurons Pattern classification Support vector machine classification Artificial neural networks Fuzzy neural networks Large-scale systems Data mining Kernel
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
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