NDLI: Early Assessment of an Approach to Determining the Predictive Coverage of Case-Based Reasoning with Adaptation through CARMA

Content Provider	IEEE Xplore Digital Library
Author	Hastings, J.D. Latchininsky, A.V. Adelung, T.J. Schell, S.P.
Copyright Year	2014
Description	Author affiliation: Dept. of Comput. Sci. & Inf. Sys., U. of Nebr-Kearney, Kearney, NE, USA (Hastings, J.D.) \|\| Dept. of Comput. Sci., U. of Wisconsin-Madison, Madison, WI, USA (Adelung, T.J.) \|\| Dept. of Ecosyst. Sci. & Manage., U. of Wyoming, Laramie, WY, USA (Latchininsky, A.V.; Schell, S.P.)
Abstract	CARMA is a decision-support system for managing grasshopper infestations which uses an approach called approximate-model-based adaptation whereby case-based reasoning (CBR) provides an approximate solution and model-based reasoning adapts this approximation into a precise solution. CARMA's predictive accuracy on a set of known cases confirmed the ability of the technique. The evaluation was not expanded beyond the initial set of known cases due to the human effort involved in constructing such cases. We provide an overview of CARMA, and detail initial attempts to establish a process for the automatic evaluation of such systems in order to identify potential gaps in predictive coverage using Monte Carlo methods. We propose that any generated situation which produces large adjustments in prediction during adaptation suggests a potential gap in the predictive ability of a CBR system. This represents an extension of prior CBR work which considers only the matching stage when evaluating predictive coverage.
Sponsorship	IEEE Comput. Soc.
Starting Page	857
Ending Page	864
File Size	721830
Page Count	8
File Format	PDF
ISBN	9781479925049
DOI	10.1109/HICSS.2014.114
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2014-01-06
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Economics Adaptation models Biological system modeling Libraries Sociology Statistics Cognition
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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