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Volumn 5, Issue 2, 1993, Pages 204-224

Evaluating Performance and Quality of Knowledge-Based Systems: Foundation and Methodology

Author keywords

expert systems; knowledge engineering; Knowledge based systems; metrication benchmark; performance evaluation; quality assessment

Indexed keywords

COMPUTER SOFTWARE; KNOWLEDGE BASED SYSTEMS;

EID: 0027576404     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/69.219731     Document Type: Article
Times cited : (38)

References (78)
  • 2
    • 84909730857 scopus 로고
    • The application of ROC curves to the evaluation of medical expert systems
    • Rome, Italy
    • K.-P. Adlassnig, “The application of ROC curves to the evaluation of medical expert systems,” in Proc. 7th Int. Conf. European Federation for Medical Informatics, Rome, Italy, vol. 1, 1987, pp. 951–956.
    • (1987) Proc. 7th Int. Conf. European Federation for Medical Informatics , vol.1 , pp. 951-956
    • Adlassnig, K.-P.1
  • 3
    • 0020141868 scopus 로고
    • Validation, verification and testing of computer software
    • W. R. Adrion, M.A. Branstad, and J. C. Chernavsky, “Validation, verification and testing of computer software,” ACM Comput. Surveys, vol. 14, no. 2, pp. 159–192, 1982.
    • (1982) ACM Comput. Surveys , vol.14 , Issue.2 , pp. 159-192
    • Adrion, W.R.1    Branstad, M.A.2    Chernavsky, J.C.3
  • 4
    • 2742542960 scopus 로고
    • Detection d’incoherences dans les bases de connaissances: SACCO
    • Chambery, France
    • M. Ayel, “Detection d’incoherences dans les bases de connaissances: SACCO,” These d’Etat, Univ. de Chambery, Chambery, France, 1987.
    • (1987) These d’Etat, Univ. de Chambery
    • Ayel, M.1
  • 6
    • 84982609584 scopus 로고
    • Evaluating expert systems
    • D. C. Berry and A. E. Hart, “Evaluating expert systems,” Expert Syst., vol. 7, no. 4, pp. 199–208, 1990.
    • (1990) Expert Syst , vol.7 , Issue.4 , pp. 199-208
    • Berry, D.C.1    Hart, A.E.2
  • 8
    • 84909851449 scopus 로고
    • Applying quality assurance to expert systems
    • Paris, France
    • G. Born, “Applying quality assurance to expert systems,” in Proc. 5th Int. Expert Systems Conf, Paris, France, 1989.
    • (1989) Proc. 5th Int. Expert Systems Conf
    • Born, G.1
  • 9
    • 0013104724 scopus 로고
    • I lied about the trees’ or, defaults and definitions in knowledge representations
    • R. J. Brachman. “I lied about the trees’ or, defaults and definitions in knowledge representations,” Al Mag. vol. 6, no. 3, pp. 80–93, 1985.
    • (1985) Al Mag , vol.6 , Issue.3 , pp. 80-93
    • Brachman, R.J.1
  • 11
    • 84912893220 scopus 로고
    • How to improve the reliability of expert systems
    • D. S. Moralee, ed., Cambridge, U. K.: Cambridge University
    • A. Bundy, “How to improve the reliability of expert systems,” in D. S. Moralee, ed., Research and Development in Expert Systems IV. Cambridge, U. K.: Cambridge University, 1988, pp. 3–17.
    • (1988) Research and Development in Expert Systems IV , pp. 3-17
    • Bundy, A.1
  • 12
    • 0021555971 scopus 로고    scopus 로고
    • Designing and automating the quality assessment of a knowledge-based system: The initial automated academic advisor experience
    • Proc. IEEE Workshop on Principles of Knowledge-Based Systems
    • N. Cercone, R. Hadley, F. Martin, P. McFetridge, and T. Strzalkowski, “Designing and automating the quality assessment of a knowledge-based system: The initial automated academic advisor experience,” in Proc. IEEE Workshop on Principles of Knowledge-Based Systems, 1984, pp. 193–204.
    • , vol.1984 , pp. 193-204
    • Cercone, N.1    Hadley, R.2    Martin, F.3    McFetridge, P.4    Strzalkowski, T.5
  • 13
    • 0002672703 scopus 로고
    • On evaluating Al systems for medical diagnosis
    • B. Chandrasekaran, “On evaluating Al systems for medical diagnosis.” Al Mag., vol. 4, no. 2, pp. 34–37, 1983.
    • (1983) Al Mag , vol.4 , Issue.2 , pp. 34-37
    • Chandrasekaran, B.1
  • 14
    • 0345666365 scopus 로고
    • Generic tasks in knowledge-based reasoning: High-level building blocks for expert system design
    • B. Chandrasekaran, “Generic tasks in knowledge-based reasoning: High-level building blocks for expert system design,” IEEE Expert, vol. 1, pp. 23–30, 1986.
    • (1986) IEEE Expert , vol.1 , pp. 23-30
    • Chandrasekaran, B.1
  • 15
    • 84941511421 scopus 로고
    • Tracker — Lessons from a first expert system
    • M. Bramer, ed., New York: Wiley
    • C. Church, “Tracker — Lessons from a first expert system,” in M. Bramer, ed., Practical Experience in Building Expert Systems. New York: Wiley, 1990.
    • (1990) Practical Experience in Building Expert Systems
    • Church, C.1
  • 16
    • 84941507410 scopus 로고    scopus 로고
    • Validation d’une base de connaissances hybride avec objets et règies de production
    • Rep. No. 579 INRIA Paris, France
    • M. Courant and G. Guevel, “Validation d’une base de connaissances hybride avec objets et regies de production,” Rep. No. 579, INRIA, Paris, France, 1986.
    • Courant, M.1    Guevel, G.2
  • 17
    • 0023346191 scopus 로고
    • A decision-table-based processor for checking completeness and consistency in rule-based expert systems
    • B. J. Cragun and H. J. Steudel, “A decision-table-based processor for checking completeness and consistency in rule-based expert systems,” Int. J. Man-Machine Studies, vol. 26, pp. 633–648, 1987.
    • (1987) Int. J. Man-Machine Studies , vol.26 , pp. 633-648
    • Cragun, B.J.1    Steudel, H.J.2
  • 19
    • 0004834438 scopus 로고
    • Applications of meta-level knowledge to the construction, maintenance, and use of large knowledge bases
    • Stanford Univ., Comput. Sci. Dep., Stanford, CA
    • R. Davis, “Applications of meta-level knowledge to the construction, maintenance, and use of large knowledge bases.” Doctoral dissertation, Stanford Univ., Comput. Sci. Dep., Stanford, CA, 1976.
    • (1976) Doctoral dissertation
    • Davis, R.1
  • 22
    • 84909799413 scopus 로고
    • Preliminary performance analysis of the Prospector consultant system for mineral exploration
    • Tokyo, Japan
    • J. Gaschnig, “Preliminary performance analysis of the Prospector consultant system for mineral exploration,” in Proc. 6th Int. Joint Conf. on Artificial Intelligence, Tokyo, Japan, 1979, pp. 308–310.
    • (1979) Proc. 6th Int. Joint Conf. on Artificial Intelligence , pp. 308-310
    • Gaschnig, J.1
  • 23
    • 0038592305 scopus 로고
    • Evaluation of expert systems: Issues and case studies
    • D. A. Waterman, R. Hayes-Roth, and D. Lenat, eds., Reading, MA: Addison-Wesley
    • J. Gaschnig, P. Klahr, P. Pople, H. Shortliffe, and A. Terry, “Evaluation of expert systems: Issues and case studies,” in D. A. Waterman, R. Hayes-Roth, and D. Lenat, eds., Building Expert Systems. Reading, MA: Addison-Wesley, 1983, pp. 241–280.
    • (1983) Building Expert Systems , pp. 241-280
    • Gaschnig, J.1    Klahr, P.2    Pople, P.3    Shortliffe, H.4    Terry, A.5
  • 24
    • 0002202189 scopus 로고
    • Verification and validation of expert systems
    • J. R. Geissman and R. D. Schultz, “Verification and validation of expert systems,” Al Expert, vol. 3, no. 2, pp. 26–33, 1988.
    • (1988) Al Expert , vol.3 , Issue.2 , pp. 26-33
    • Geissman, J.R.1    Schultz, R.D.2
  • 25
    • 84985127171 scopus 로고
    • Knowledge-base reduction: A new approach to checking knowledge bases for inconsistency and redundancy
    • Conf. on Artificial Intelligence
    • A. Ginsberg, “Knowledge-base reduction: A new approach to checking knowledge bases for inconsistency and redundancy,” in Proc. 7th National Conf. on Artificial Intelligence, vol. 2, 1988, pp. 585–589.
    • (1988) Proc. 7th National , vol.2 , pp. 585-589
    • Ginsberg, A.1
  • 28
    • 0022754403 scopus 로고
    • Evaluation of natural language processing systems: Issues and approaches
    • G. Guida and G. Mauri, “Evaluation of natural language processing systems: Issues and approaches,” Proc. IEEE, vol. 74, pp. 1026–1035, 1986.
    • (1986) Proc. IEEE , vol.74 , pp. 1026-1035
    • Guida, G.1    Mauri, G.2
  • 30
    • 85040900117 scopus 로고
    • Assuring adequacy of expert systems in critical application domains: A constructive approach
    • E. Hollnagel, ed., Chichester, U.K.: Ellis Horwood
    • G. Guida and L. Spampinato, “Assuring adequacy of expert systems in critical application domains: A constructive approach,” in E. Hollnagel, ed., The Reliability of Expert Systems. Chichester, U.K.: Ellis Horwood, 1989, pp. 134–167.
    • (1989) The Reliability of Expert Systems , pp. 134-167
    • Guida, G.1    Spampinato, L.2
  • 31
    • 85023348564 scopus 로고
    • Building expert systems: From life cycle to development methodology
    • G. Guida and C. Tasso, eds., The Netherlands: North-Holland
    • G. Guida and C. Tasso, “Building expert systems: From life cycle to development methodology,” in G. Guida and C. Tasso, eds., Topics in Expert System Design — Methodologies and Tools. Amsterdam, The Netherlands: North-Holland, 1989, pp. 3–24.
    • (1989) Topics in Expert System Design — Methodologies and Tools Amsterdam , pp. 3-24
    • Guida, G.1    Tasso, C.2
  • 33
    • 0024630955 scopus 로고
    • Towards benchmarks for knowledge systems and their implications for data engineering
    • F. Hayes-Roth, “Towards benchmarks for knowledge systems and their implications for data engineering,” IEEE Trans. Knowl. Data Eng., vol. 1, pp. 101–110, 1989.
    • (1989) IEEE Trans. Knowl. Data Eng. , vol.1 , pp. 101-110
    • Hayes-Roth, F.1
  • 34
  • 35
    • 0023342443 scopus 로고
    • Why evolutionary development of expert systems appears to work
    • M. S. H. Heng, “Why evolutionary development of expert systems appears to work” Future Generation Comput. Syst., vol. 3, no. 2, pp. 103–109, 1987.
    • (1987) Future Generation Comput. Syst , vol.3 , Issue.2 , pp. 103-109
    • Heng, M.S.H.1
  • 37
    • 84982611571 scopus 로고
    • Evaluation of expert systems
    • G. Guida and C. Tasso eds., Amsterdam The Netherlands: North-Holland
    • E. Hollnagel, “Evaluation of expert systems,” in G. Guida and C. Tasso eds., Topics in Expert System Design —Methodologies and Tools. Amsterdam, The Netherlands: North-Holland, 1989, pp. 377—416.
    • (1989) Topics in Expert System Design —Methodologies and Tools , pp. 377-416
    • Hollnagel, E.1
  • 38
    • 84941496822 scopus 로고
    • AD/cycle concepts
    • Rep. GC26-4531-0, IBM Corp., San Jose, CA
    • IBM, “AD/cycle concepts,” Rep. GC26-4531-0, IBM Corp., San Jose, CA, 1989.
    • (1989)
  • 39
    • 85033914684 scopus 로고
    • TIBRE: Un systme expert qui teste les incoherénces dans les bases de règies
    • Avignon, France
    • A. Lalo, “TIBRE: Un systme expert qui teste les incohérences dans les bases de règies,” in Proc. 8th Int. Workshop Expert Systems and Their Applications, Avignon, France, 1988, vol. 3, pp. 63–84.
    • (1988) Proc. 8th Int. Workshop Expert Systems and Their Applications , vol.3 , pp. 63-84
    • Lalo, A.1
  • 40
    • 0024668035 scopus 로고
    • Expert systems should be more accurate than human experts: Evaluation procedures for human judgment and decision making
    • K. Levi, “Expert systems should be more accurate than human experts: Evaluation procedures for human judgment and decision making,” IEEE Trans. Syst., Man, Cybern., vol. SMC-19, 647–657, 1989.
    • (1989) IEEE Trans. Syst., Man, Cybern , vol.SMC-19 , pp. 647-657
    • Levi, K.1
  • 41
    • 0022701624 scopus 로고
    • Useful approach for evaluating expert systems
    • J. Liebowitz, “Useful approach for evaluating expert systems,” Expert Syst., vol. 3, no. 2, pp. 86–96, 1986.
    • (1986) Expert Syst , vol.3 , Issue.2 , pp. 86-96
    • Liebowitz, J.1
  • 42
    • 0020938218 scopus 로고
    • Detecting ambiguity: An example in knowledge evaluation
    • Karlsruhe, Federal Republic of Germany
    • D. W. Loveland and M. Valtorta, “Detecting ambiguity: An example in knowledge evaluation,” in Proc. 8th Int. Joint Conf. on Artificial Intelligence, Karlsruhe, Federal Republic of Germany, 1983, pp. 182–184.
    • (1983) Proc. 8th Int. Joint Conf. on Artificial Intelligence , pp. 182-184
    • Loveland, D.W.1    Valtorta, M.2
  • 43
    • 0345842716 scopus 로고
    • Testing your knowledge base
    • B. Marcot, “Testing your knowledge base,” Al Expert, vol. 2, no. 8, 1987, pp. 42–47.
    • (1987) Al Expert , vol.2 , Issue.8 , pp. 42-47
    • Marcot, B.1
  • 44
    • 0002915523 scopus 로고
    • Completeness and consistency in knowledge base systems
    • L. Kerschberg, ed., Menlo Park, CA: Benjamin/Cummings
    • W. Marek. “Completeness and consistency in knowledge base systems,” in L. Kerschberg, ed., Expert Database Systems. Menlo Park, CA: Benjamin/Cummings, 1986, pp. 119–126.
    • (1986) Expert Database Systems , pp. 119-126
    • Marek, W.1
  • 45
    • 84941524330 scopus 로고
    • GEMINI: Government expert systems methodology initiative
    • B. Kelly and A. Rector, eds., Cambridge, U.K.: Cambridge University
    • A. Montgomery, “GEMINI: Government expert systems methodology initiative,” in B. Kelly and A. Rector, eds., Research and Development in Expert Systems. Cambridge, U.K.: Cambridge University, 1989.
    • (1989) Research and Development in Expert Systems
    • Montgomery, A.1
  • 46
    • 0002124297 scopus 로고
    • The knowledge level
    • A. Newell, “The knowledge level,” Al Mag., vol. 2, no. 2, pp. 1–20, 1981.
    • (1981) Al Mag , vol.2 , Issue.2 , pp. 1-20
    • Newell, A.1
  • 49
    • 0002887636 scopus 로고
    • Knowledge base verification
    • T. A. Nguyen, W. A. Perkins, T. J. Laffey, and D. Pecora, “Knowledge base verification.” AI Mag., vol. 8, no. 2, pp. 69–75, 1987.
    • (1987) AI Mag , vol.8 , Issue.2 , pp. 69-75
    • Nguyen, T.A.1    Perkins, W.A.2    Laffey, T.J.3    Pecora, D.4
  • 50
    • 0002463788 scopus 로고
    • Validating expert system performance
    • R. M. O’Keefe, O. Balci, and E. P. Smith, “Validating expert system performance,” IEEE Expert, vol. 2, pp. 81–89, 1987.
    • (1987) IEEE Expert , vol.2 , pp. 81-89
    • O’Keefe, R.M.1    Balci, O.2    Smith, E.P.3
  • 51
    • 84985793264 scopus 로고
    • Validation of expert systems with applications to auditing and accounting expert systems
    • D.E. O’Leary, “Validation of expert systems with applications to auditing and accounting expert systems.” Decision Sci., vol. 18 no. 3, pp. 468–486, 1987.
    • (1987) Decision Sci , vol.18 , Issue.3 , pp. 468-486
    • O’Leary, D.E.1
  • 54
    • 84912896360 scopus 로고    scopus 로고
    • KIC: A knowledge integrity checker
    • Rep. TIRM-87-025, The Turing Institute, Glasgow, U.K.
    • D. Pearce, “KIC: A knowledge integrity checker,” Rep. TIRM-87-025, The Turing Institute, Glasgow, U.K., 1987.
    • Pearce, D.1
  • 56
    • 84941511351 scopus 로고
    • Detection des contradictions dans les bases de connaissance dont le language est attribut-valeur
    • Avignon, France
    • E. Pipard, “Detection des contradictions dans les bases de connaissance dont le language est attribut-valeur” in Proc. 5th Int. Workshop Expert Systems and Their Applications, Avignon, France, 1985.
    • (1985) Proc. 5th Int. Workshop Expert Systems and Their Applications
    • Pipard, E.1
  • 57
    • 85023404307 scopus 로고
    • Detection d’incoherences et incompletudes dans les bases de regies: Le systme INDE
    • Avignon, France
    • E. Pipard, “Detection d’incoherences et incompletudes dans les bases de regies: Le systme INDE,” in Proc. 8th Int. Workshop Expert Systems and Their Applications, vol. 3, Avignon, France, 1988, 13–33.
    • (1988) Proc. 8th Int. Workshop Expert Systems and Their Applications , vol.3 , pp. 13-33
    • Pipard, E.1
  • 58
    • 0040527494 scopus 로고
    • Verification of rule-based expert systems in wide domains
    • N. Shadbolt, ed., Cambridge, U.K: Cambridge University
    • D. Preece, “Verification of rule-based expert systems in wide domains,” in N. Shadbolt, ed., Research and Development in Expert Systems VI: Proc. Expert Systems 89. Cambridge, U.K: Cambridge University, 1989, pp. 66–77.
    • (1989) Research and Development in Expert Systems VI: Proc. Expert Systems 89 , pp. 66-77
    • Preece, D.1
  • 59
    • 84982571689 scopus 로고
    • Towards a methodology for evaluating expert systems
    • A. D. Preece, “Towards a methodology for evaluating expert systems,” Expert Syst., vol. 7, no. 4, pp. 215–223, 1990.
    • (1990) Expert Syst , vol.7 , Issue.4 , pp. 215-223
    • Preece, A.D.1
  • 63
    • 84941489903 scopus 로고
    • Sur la coherence et la validite des bases de regies dans les systemes experts: Le systeme COVADIS
    • M. C. Rousset, “Sur la coherence et la validite des bases de regies dans les systemes experts: Le systeme COVADIS,” Genie Logiciel Systemes Experts, vol. 10, pp. 76–80, 1988.
    • (1988) Genie Logiciel Systemes Experts , vol.10 , pp. 76-80
    • Rousset, M.C.1
  • 70
    • 0346827010 scopus 로고
    • Verifying, validating, and measuring performance of expert systems
    • C. Y Suen, P. D. Grogono, R. Shinghal, and F. Coallier, “Verifying, validating, and measuring performance of expert systems,” Expert Syst. Applications, vol. 1, no. 2, pp. 93-102, 1990.
    • (1990) Expert Syst. Applications , vol.1 , Issue.2 , pp. 93-102
    • Suen, C.Y.1    Grogono, P.D.2    Shinghal, R.3    Coallier, F.4
  • 71
    • 0002650889 scopus 로고
    • An approach to verifying completeness and consistency in a rule-based expert system
    • M. Suwa, A. C. Scott, and E. H. Shortliffe, “An approach to verifying completeness and consistency in a rule-based expert system,” Af Mag., vol. 3, no. 4, pp. 16-21, 1982.
    • (1982) Af Mag , vol.3 , Issue.4 , pp. 16-21
    • Suwa, M.1    Scott, A.C.2    Shortliffe, E.H.3
  • 73
    • 0002988210 scopus 로고
    • Computing machinery and intelligence
    • A. M. Turing, “Computing machinery and intelligence,” Mind, pp. 433-460, 1950.
    • (1950) Mind , pp. 433-460
    • Turing, A.M.1
  • 75
    • 84976773567 scopus 로고
    • Program development by stepwise refinement
    • N. Wirth, “Program development by stepwise refinement,” Commun. ACM, vol. 14, no. 4, 1971.
    • (1971) Commun. ACM , vol.14 , Issue.4
    • Wirth, N.1
  • 76
    • 0345230828 scopus 로고
    • The evaluation of clinical decision support systems: A discussion of the methodology used in the ACORN project
    • J. Wyatt, “The evaluation of clinical decision support systems: A discussion of the methodology used in the ACORN project,” in Proc. AIME 87, 1987, pp. 15-24.
    • (1987) Proc. AIME 87 , pp. 15-24
    • Wyatt, J.1


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