Title :
Verification and validation of knowledge-based systems
Author :
Tsai, Wei-Tek ; Vishnuvajjala, Rama ; Zhang, Du
Author_Institution :
Dept. of Comput. Sci., Minnesota Univ., Minneapolis, MN, USA
Abstract :
Knowledge-based systems (KBSs) are being used in many applications areas where their failures can be costly because of losses in services, property or even life. To ensure their reliability and dependability, it is therefore important that these systems are verified and validated before they are deployed. This paper provides perspectives on issues and problems that impact the verification and validation (V&V) of KBSs. Some of the reasons why V&V of KBSs is difficult are presented. The paper also provides an overview of different techniques and tools that have been developed for performing V&V activities. Finally, some of the research issues that are relevant for future work in this field are discussed
Keywords :
knowledge based systems; knowledge verification; program verification; software reliability; dependability; expert systems; knowledge-based systems validation; knowledge-based systems verification; reliability; software testing; Application software; Artificial intelligence; Computer Society; Computer science; Diagnostic expert systems; Humans; Knowledge based systems; Medical expert systems; Problem-solving; Programming;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on