NDLI: An Intelligent Agent Using a Q-Learning Method to Allocate Replicated Data in a Distributed Database

Content Provider	IEEE Xplore Digital Library
Author	Morffi, A.R. Gonzalez, L.M.G. Paz, D.R. Hing, M.M.
Copyright Year	2007
Description	Author affiliation: Univ. Central de Las Villas, Santa Clara (Morffi, A.R.; Gonzalez, L.M.G.; Paz, D.R.; Hing, M.M.)
Abstract	The data distribution problem is a critical one that affects the global performance of the distributed database systems because it directly influences the efficiency of the querying process. Due to the complexity of the problem, most of the proposed solutions divide the design process in two parts: the fragmentation and the allocation of the fragments on the different locations in the network. Here we consider the allocation problem with the possibility to replicate fragments, minimizing the total cost, which is in general NP-complete, and propose a method based on Q-learning to solve the allocation of fragments in the design of a distributed database. As a result we obtain for several cases, logical allocation of fragments in a reasonable time.
Starting Page	231
Ending Page	240
File Size	389731
Page Count	10
File Format	PDF
ISBN	9780769531243
DOI	10.1109/MICAI.2007.8
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-11-04
Publisher Place	Mexico
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Process design replication Distributed information systems Intelligent agent Delay reinforcement learning Learning Distributed databases distributed databases Cost function Database systems allocation problem Artificial intelligence Testing
Content Type	Text
Resource Type	Article

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
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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
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