Title
Incremental Lifecycle Validation of Knowledge-Based Systems Through CommonKADS
Abbreviated Journal Title
IEEE Trans. Syst. Man Cybern. -Syst.
Keywords
Lifecycle; methods for SQA and V&V; test execution; validation; INTELLIGENT SYSTEMS; EXPERT; VERIFICATION; PERFORMANCE; Automation & Control Systems; Computer Science, Cybernetics
Abstract
This paper introduces an incremental validation method for knowledge-based systems (KBSs) based on a lifecycle model of system development. Although many validation methods have been proposed for KBSs, there remains a need for an incremental validation method based on a lifecycle model. Lifecycle models provide a formal framework for the developer that can be highly beneficial for the validation process. CommonKADS is the most commonly accepted of such lifecycle models. It offers a de facto standard for building KBSs. Moreover, the incremental validation method introduced in this paper is based on case testing and provides strict guidelines to selecting a set of test cases to validate the system. Most importantly, this validation method makes use of results of prior test cases to guide the use of later test cases in subsequent development iterations. This facilitates the definition of an efficient set of test cases that provides effective system coverage. The proposed incremental validation method is evaluated, and the results are reported.
Journal Title
Ieee Transactions on Systems Man Cybernetics-Systems
Volume
43
Issue/Number
3
Publication Date
1-1-2013
Document Type
Article
Language
English
First Page
643
Last Page
654
WOS Identifier
ISSN
2168-2216
Recommended Citation
"Incremental Lifecycle Validation of Knowledge-Based Systems Through CommonKADS" (2013). Faculty Bibliography 2010s. 3672.
https://stars.library.ucf.edu/facultybib2010/3672
Comments
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