NDLI: Solving the 8-puzzle problem using genetic programming

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Solving the 8-puzzle problem using genetic programming

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Solving the 8-puzzle problem using genetic programming

Content Provider	ACM Digital Library
Author	Pillay, Nelishia Rae, Christopher Igwe, Kevin
Abstract	The 8-puzzle problem is a classic artificial intelligence problem which has been well-researched. The research in this domain has focused on evaluating traditional search methods such as the breadth-first search and the A* algorithm and deriving and testing various heuristics for use with informed searches to solve the 8-puzzle problem. The study presented in this paper evaluates a machine learning technique, namely genetic programming, as means of solving the 8-puzzle problem. The genetic programming algorithm uses the grow method to create an initial population which is iteratively refined using tournament selection to choose parents which the reproduction, mutation and crossover operators are applied to, thereby producing successive generations. The edit operator has been used to exert parsimony pressure in order to reduce the size of solution trees and hence the number of moves to solve a problem instance. The genetic programming system was successfully applied to 20 problem instances of differing difficulty, producing solutions to all 20 problems. Furthermore, for a majority of the problems the solutions produced solve the problem instance using the known minimum number of moves.
Starting Page	64
Ending Page	67
Page Count	4
File Format	PDF
ISBN	9781450321129
DOI	10.1145/2513456.2513492
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2013-10-07
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Genetic programming 8-puzzle problem
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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