Verification and validation and artificial intelligence

T Menzies, C Pecheur - Advances in computers, 2005 - Elsevier
Artificial Intelligence (AI) is useful. AI can deliver more functionality for reduced cost. AI
should be used more widely but won't be unless developers can trust adaptive …

Principles and practice in verifying rule-based systems

AD Preece, R Shinghal, A Batarekh - The Knowledge Engineering …, 1992 - cambridge.org
This paper surveys the verification of expert system knowledge bases by detecting
anomalies. Such anomalies are highly indicative of errors in the knowledge base. The paper …

Foundation and application of knowledge base verification

AD Preece, R Shinghal - International journal of intelligent …, 1994 - Wiley Online Library
Anomalies such as redundant, contradictory, and deficient knowledge in a knowledge base
are symptoms of probable errors. Detecting anomalies is a well‐established method for …

PREPARE: a tool for knowledge base verification

D Zhang, D Nguyen - IEEE Transactions on Knowledge and …, 1994 - ieeexplore.ieee.org
The knowledge base is the most important component in a knowledge-based system.
Because a knowledge base is often built in an incremental, piecemeal fashion, potential …

Verification and validation of knowledge-based systems

WT Tsai, R Vishnuvajjala… - IEEE transactions on …, 1999 - ieeexplore.ieee.org
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 …

Verifying expert systems: a logical framework and a practical tool

AD Preece, R Shinghal, A Batarekh - Expert systems with applications, 1992 - Elsevier
The first step in establishing the reliability of an expert system is to verify that its knowledge
base is free from anomalies such as redundant, conflicting or missing knowledge. Such …

Verification of knowledge bases based on containment checking

AY Levy, MC Rousset - Artificial Intelligence, 1998 - Elsevier
Building complex knowledge based applications requires encoding large amounts of
domain knowledge. After acquiring knowledge from domain experts, much of the effort in …

Methodological foundations of KEATS, the knowledge engineer's assistant

E Motta, T Rajan, J Domingue, M Eisenstadt - Knowledge Acquisition, 1991 - Elsevier
The numerous tasks required by the knowledge engineering process and their inherent
complexity combine to make building knowledge-based systems both a time consuming and …

ProtoKEW: A knowledge-based system for knowledge acquisition

H Reichgelt, N Shadbolt - Artificial Intelligence, 2019 - taylorfrancis.com
The acquisition of knowledge remains the critical phase of expert system development.
Illustrative of the first class of support tools is the SALT system which has built-in knowledge …

Evaluation of verification tools for knowledge-based systems

AD Preece, S Talbot, L Vignollet - International journal of human-computer …, 1997 - Elsevier
Validation has emerged as a significant problem in the development of knowledge based
systems (KBS). Verification of KBS correctness and completeness has been cited as one of …