NDLI: Modeling and designing of machine learning procedures as applied to game playing using artificial intelligence

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Modeling and designing of machine learning procedures as applied to game playing using artificial intelligence

Content Provider	ACM Digital Library
Author	Singh, Jaswinder Dhawan, Avneet Kaur
Abstract	In this paper, we are proposing a method which is different from many practical computer programs have been developed to exhibit useful types of learning. For problems such as speech recognition, different algorithms based on machine learning outperform all other approaches that have been attempted to date. In the field known as data mining, machine learning algorithms are being used commonly to discover valuable knowledge from large commercial databases containing equipment maintenance records, loan applications, financial transactions, medical records etc. Thus, it seems inevitable that machine learning will play an integral role in computer science and computer technology. In this paper, modeling and designing of a general learning system is proposed that presents new machine learning procedures used to arrive at "knowledgeable" static evaluators for checker board positions. The static evaluators are compared with each other, and with the linear polynomial using two different numerical indices reflecting the extent to which they agree with the choices of checker experts in the course of tabulated book games. The new static evaluators are found to perform about equally well, despite the relative simplicity of the second; and they perform noticeably better than the linear polynomial.
Starting Page	139
Ending Page	143
Page Count	5
File Format	PDF
ISBN	9781450306355
DOI	10.1145/2007052.2007080
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2011-07-21
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Machine learning Critic Experimental generator Inference Generalize Game playing Rules Target function Evaluation function
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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