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Volumn 51, Issue 1, 2011, Pages 141-154

An empirical evaluation of the comprehensibility of decision table, tree and rule based predictive models

Author keywords

Classification; Comprehensibility; Data mining; Decision tables; Knowledge representation

Indexed keywords

CLASSIFICATION; COMPREHENSIBILITY; EASE OF USE; EMPIRICAL EVALUATIONS; EMPIRICAL STUDIES; END USERS; INTERPRETABILITY; LITTLE RESEARCH; PREDICTIVE MODELS; PRIOR KNOWLEDGE; RESPONSE TIME; RULE BASED;

EID: 79951515446     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2010.12.003     Document Type: Article
Times cited : (364)

References (63)
  • 1
    • 0029484103 scopus 로고
    • Survey and critique of techniques for extracting rules from trained artificial neural networks
    • R. Andrews, J. Diederich, and A. Tickle Survey and critique of techniques for extracting rules from trained artificial neural networks Knowledge Based Systems 8 6 1995 373 389
    • (1995) Knowledge Based Systems , vol.8 , Issue.6 , pp. 373-389
    • Andrews, R.1    Diederich, J.2    Tickle, A.3
  • 3
    • 0020154869 scopus 로고
    • Behavioral aspects of information processing for the design of management information systems
    • I. Benbasat, and R.N. Taylor Behavioral aspects of information processing for the design of management information systems IEEE Transactions on Systems, Man, and Cybernetics 12 4 1982 439 450
    • (1982) IEEE Transactions on Systems, Man, and Cybernetics , vol.12 , Issue.4 , pp. 439-450
    • Benbasat, I.1    Taylor, R.N.2
  • 4
    • 0022810351 scopus 로고
    • An experimental program investigating color-enhanced and graphical information presentation: An integration of the findings
    • DOI 10.1145/7538.7545
    • I. Benbasat, A.S. Dexter, and P. Todd An experimental program investigating color-enhanced and graphical information presentation: An integration of the findings Communications of the ACM 29 11 1986 1094 1105 (Pubitemid 17497528)
    • (1986) Communications of the ACM , vol.29 , Issue.11 , pp. 1094-1105
    • Benbasat Izak1    Dexter Albert, S.2    Todd Peter3
  • 6
    • 0002284272 scopus 로고
    • Task Complexity: A Review and Analysis
    • D. Campbell Task Complexity: A Review and Analysis Academy of Management Journal 13 1 1988 40 52
    • (1988) Academy of Management Journal , vol.13 , Issue.1 , pp. 40-52
    • Campbell, D.1
  • 8
    • 0032656293 scopus 로고    scopus 로고
    • Representational congruence and information retrieval: Towards an extended model of cognitive fit
    • A. Chandra, and R. Krovi Representational congruence and information retrieval: Towards an extended model of cognitive fit Decision Support Systems 25 1999 271 288
    • (1999) Decision Support Systems , vol.25 , pp. 271-288
    • Chandra, A.1    Krovi, R.2
  • 10
    • 34249966007 scopus 로고
    • The CN2 induction algorithm
    • P. Clark, and T. Niblett The CN2 induction algorithm Machine Learning 3 4 1989 261 283
    • (1989) Machine Learning , vol.3 , Issue.4 , pp. 261-283
    • Clark, P.1    Niblett, T.2
  • 13
    • 0033522694 scopus 로고    scopus 로고
    • Representation of propositional expert systems as partial functions
    • R. Colomb Representation of propositional expert systems as partial functions Artificial Intelligence 109 1-2 1999 187 209
    • (1999) Artificial Intelligence , vol.109 , Issue.12 , pp. 187-209
    • Colomb, R.1
  • 14
    • 0032341069 scopus 로고    scopus 로고
    • Using geographic information systems for decision making: Extending cognitive fit theory to map-based presentations
    • A. Dennis, and T. Carte Using geographic information systems for decision making: extending cognitive fit theory to map-based presentations Information Systems Research 9 2 1998 194 203
    • (1998) Information Systems Research , vol.9 , Issue.2 , pp. 194-203
    • Dennis, A.1    Carte, T.2
  • 15
    • 84985765969 scopus 로고
    • Computer grapics as decision aids: Directions for research
    • G. DeSanctis Computer grapics as decision aids: directions for research Desicion Sciences 15 4 1984 463 487
    • (1984) Desicion Sciences , vol.15 , Issue.4 , pp. 463-487
    • Desanctis, G.1
  • 16
    • 0022526125 scopus 로고
    • Understanding the effectiveness of computer graphics for decision support: A cumulative experimental approach
    • DOI 10.1145/5465.5469
    • G.W. Dickson, G. DeSanctis, and D.J. McBride Understanding the effectiveness of computer graphics for decision support: A cumulative experimental approach Communications of the ACM 29 1 1986 40 47 (Pubitemid 16474575)
    • (1986) Communications of the ACM , vol.29 , Issue.1 , pp. 40-47
    • Dickson Gary, W.1    DeSanctis Gerardine2    McBride, D.J.3
  • 17
    • 79951508705 scopus 로고
    • Equal Credit Opportunity Act. United States Code
    • Equal Credit Opportunity Act. United States Code, 1974.
    • (1974)
  • 19
    • 76849098804 scopus 로고    scopus 로고
    • Are we really discovering "interesting" knowledge from data? expert update
    • A.A. Freitas Are we really discovering "interesting" knowledge from data? expert update The BCS-SGAI Magazine 9 1 2006 41 47
    • (2006) The BCS-SGAI Magazine , vol.9 , Issue.1 , pp. 41-47
    • Freitas, A.A.1
  • 20
    • 0002950961 scopus 로고    scopus 로고
    • The effects of differing information presentations of general purpose financial statements on users' decisions
    • C. Frownfelter-Lohrke The effects of differing information presentations of general purpose financial statements on users' decisions Journal of Information Systems 12 4 1998 99 107
    • (1998) Journal of Information Systems , vol.12 , Issue.4 , pp. 99-107
    • Frownfelter-Lohrke, C.1
  • 22
    • 0001019104 scopus 로고
    • Task-technology fit and individual performance
    • D. Goodhue, and R. Thompson Task-technology fit and individual performance MIS Quarterly 19 2 1995 213 236
    • (1995) MIS Quarterly , vol.19 , Issue.2 , pp. 213-236
    • Goodhue, D.1    Thompson, R.2
  • 23
    • 67649974964 scopus 로고
    • An empirical investigation comparing if-then rules and decision tables for programming rule-based expert systems
    • R. Halverson An empirical investigation comparing if-then rules and decision tables for programming rule-based expert systems Proceedings of 26th Hawaii International Conference on System Sciences 1993 316 323
    • (1993) Proceedings of 26th Hawaii International Conference on System Sciences , pp. 316-323
    • Halverson, R.1
  • 25
    • 70350787846 scopus 로고    scopus 로고
    • Using rule extraction to improve the comprehensibility of predictive models, FETEW research report KBI 0612
    • Katholieke Universiteit Leuven
    • J. Huysmans, B. Baesens, and J. Vanthienen Using rule extraction to improve the comprehensibility of predictive models, FETEW research report KBI 0612 Technical report 2006 Katholieke Universiteit Leuven
    • (2006) Technical Report
    • Huysmans, J.1    Baesens, B.2    Vanthienen, J.3
  • 26
    • 0024033856 scopus 로고
    • Graphics and managerial decisionmaking: Research based guidelines
    • DOI 10.1145/62959.62971
    • S. Jarvenpaa, and G. Dickson Graphics and managerial decisionmaking: Research based guidelines Communications of the ACM 31 6 1988 764 774 (Pubitemid 18626369)
    • (1988) Communications of the ACM , vol.31 , Issue.6 , pp. 764-774
    • Jarvenpaa Sirkka, L.1    Dickson Gary, W.2
  • 28
    • 84948977233 scopus 로고
    • The power of decision tables
    • Proceedings of the European Conference on Machine Learning
    • R. Kohavi The power of decision tables N. Lavrac, S. Wrobel, Proceedings of the European Conference on Machine Learning Lecture Notes in Artificial Intelligence 914 1995 Springer Verlag Berlin, Heidelberg, New York 174 189
    • (1995) Lecture Notes in Artificial Intelligence , vol.914 , pp. 174-189
    • Kohavi, R.1
  • 29
    • 0242592090 scopus 로고
    • Why a diagram is (sometimes) worth ten thousand words
    • J.H. Larkin, and H.A. Simon Why a diagram is (sometimes) worth ten thousand words Cognitive Sience 11 1987 65 99
    • (1987) Cognitive Sience , vol.11 , pp. 65-99
    • Larkin, J.H.1    Simon, H.A.2
  • 30
    • 33846073553 scopus 로고    scopus 로고
    • An empirical study of mobile commerce in insurance industry: Task-technology fit and individual differences
    • DOI 10.1016/j.dss.2005.05.008, PII S0167923605000758, Mobile Commerce: Strategies, Technologies, and Applications
    • C.-C. Lee, H. Cheng, and H.-H. Cheng An empirical study of mobile commerce in insurance industry: Task-technology fit and individual differences Decision Support Systems 43 2007 95 110 (Pubitemid 46073230)
    • (2007) Decision Support Systems , vol.43 , Issue.1 , pp. 95-110
    • Lee, C.-C.1    Cheng, H.K.2    Cheng, H.-H.3
  • 31
    • 0019587570 scopus 로고
    • An experimental investigation of the use of computer based graphics in decision-making
    • H. Lucas An experimental investigation of the use of computer based graphics in decision-making Management Science 27 7 1981 757 768
    • (1981) Management Science , vol.27 , Issue.7 , pp. 757-768
    • Lucas, H.1
  • 32
    • 34447292534 scopus 로고    scopus 로고
    • Comprehensible credit scoring models using rule extraction from support vector machines
    • DOI 10.1016/j.ejor.2006.04.051, PII S0377221706011878
    • D. Martens, B. Baesens, T. Van Gestel, and J. Vanthienen Comprehensible credit scoring models using rule extraction from support vector machines European Journal of Operational Research 183 3 2007 1466 1476 (Pubitemid 47039190)
    • (2007) European Journal of Operational Research , vol.183 , Issue.3 , pp. 1466-1476
    • Martens, D.1    Baesens, B.2    Van Gestel, T.3    Vanthienen, J.4
  • 38
    • 0023403864 scopus 로고
    • A study of graphical and tabular displays and their interaction with environmental complexity
    • W. Remus A study of graphical and tabular displays and their interaction with environmental complexity Management Science 33 9 1987 1200 1204
    • (1987) Management Science , vol.33 , Issue.9 , pp. 1200-1204
    • Remus, W.1
  • 39
    • 38249008076 scopus 로고
    • Empirical evaluation of decision tables for constructing and comprehending expert systems
    • L. Santos-Gomez, and M. Darnell Empirical evaluation of decision tables for constructing and comprehending expert systems Knowledge Acquisition 4 4 1992 427 444
    • (1992) Knowledge Acquisition , vol.4 , Issue.4 , pp. 427-444
    • Santos-Gomez, L.1    Darnell, M.2
  • 40
    • 84867826448 scopus 로고    scopus 로고
    • Pruned neural networks for regression
    • Proceedings of the 6th Pacific Rim Conference on Artificial Intelligence
    • R. Setiono, and W.K. Leow Pruned neural networks for regression R. Miziguchi, J. Slaney, Proceedings of the 6th Pacific Rim Conference on Artificial Intelligence PRICAI 2000 2000 Springer Melbourne, Australia 500 509
    • (2000) PRICAI 2000 , pp. 500-509
    • Setiono, R.1    Leow, W.K.2
  • 41
    • 0342378106 scopus 로고    scopus 로고
    • Neurolinear: From neural networks to oblique decision rules
    • DOI 10.1016/S0925-2312(97)00038-6, PII S0925231297000386
    • R. Setiono, and H. Liu Neurolinear: From neural networks to oblique decision rules Neural Computing 17 1 1997 1 24 (Pubitemid 27433442)
    • (1997) Neurocomputing , vol.17 , Issue.1 , pp. 1-24
    • Setiono, R.1    Liu, H.2
  • 42
    • 0346279920 scopus 로고    scopus 로고
    • An approach to generate rules from neural networks for regression problems
    • R. Setiono, and J. Thong An approach to generate rules from neural networks for regression problems European Journal of Operational Research 155 1 2004 239 250
    • (2004) European Journal of Operational Research , vol.155 , Issue.1 , pp. 239-250
    • Setiono, R.1    Thong, J.2
  • 43
    • 33744808509 scopus 로고    scopus 로고
    • The role of cognitive fit in the relationship between software comprehension and modification
    • T. Shaft, and I. Vessey The role of cognitive fit in the relationship between software comprehension and modification MIS Quarterly 30 1 2006 29 55 (Pubitemid 44971424)
    • (2006) MIS Quarterly: Management Information Systems , vol.30 , Issue.1 , pp. 29-55
    • Shaft, T.M.1    Vessey, I.2
  • 45
    • 56049111065 scopus 로고    scopus 로고
    • Incorporating domain knowledge into data mining classifiers: An application in indirect lending
    • A.P. Sinha, and H. Zhao Incorporating domain knowledge into data mining classifiers: An application in indirect lending Decision Support Systems 46 2008 287 299
    • (2008) Decision Support Systems , vol.46 , pp. 287-299
    • Sinha, A.P.1    Zhao, H.2
  • 46
    • 33748740731 scopus 로고    scopus 로고
    • The influence of information presentation formats on complex task decision-making performance
    • DOI 10.1016/j.ijhcs.2006.06.007, PII S1071581906001042
    • C. Speier The influence of information presentation formats on complex task decision-making performance International Journal of Human-Computer Studies 64 11 2006 1115 1131 (Pubitemid 44403125)
    • (2006) International Journal of Human Computer Studies , vol.64 , Issue.11 , pp. 1115-1131
    • Speier, C.1
  • 48
    • 0035540382 scopus 로고    scopus 로고
    • The influence of task complexity on consumer choice: A latent class model of decision strategy switching
    • J. Swait, and W. Adamowicz The influence of task complexity on consumer choice: a latent class model of decision strategy switching Journal of Consumer Research 28 2001 135 148
    • (2001) Journal of Consumer Research , vol.28 , pp. 135-148
    • Swait, J.1    Adamowicz, W.2
  • 49
    • 0000819688 scopus 로고
    • Cognitive load during problem solving: Effects on learning
    • J. Sweller Cognitive load during problem solving: Effects on learning Cognitive Science 12 2 1988 257 285
    • (1988) Cognitive Science , vol.12 , Issue.2 , pp. 257-285
    • Sweller, J.1
  • 51
    • 0013155522 scopus 로고    scopus 로고
    • Business information visualisation
    • D. Tegarden Business information visualisation Communications of AIS 1 4 1999 1 37
    • (1999) Communications of AIS , vol.1 , Issue.4 , pp. 1-37
    • Tegarden, D.1
  • 53
    • 84990553644 scopus 로고
    • Multiattribute data presentation and human judgement: A cognitive fit perspective
    • N. Umanath, and I. Vessey Multiattribute data presentation and human judgement: a cognitive fit perspective Decision Sciences 25 5 1994 795 825
    • (1994) Decision Sciences , vol.25 , Issue.5 , pp. 795-825
    • Umanath, N.1    Vessey, I.2
  • 54
    • 79951513815 scopus 로고
    • A more general comparison of the decision table and tree: A response
    • J. Vanthienen A more general comparison of the decision table and tree: A response Communications of the ACM 37 2 1994 109 113
    • (1994) Communications of the ACM , vol.37 , Issue.2 , pp. 109-113
    • Vanthienen, J.1
  • 55
    • 0028531569 scopus 로고
    • From decision tables to expert system shells
    • J. Vanthienen, and G. Wets From decision tables to expert system shells Data and Knowledge Engineering 13 3 1994 265 282
    • (1994) Data and Knowledge Engineering , vol.13 , Issue.3 , pp. 265-282
    • Vanthienen, J.1    Wets, G.2
  • 56
    • 0032188712 scopus 로고    scopus 로고
    • An illustration of verification and validation in the modelling phase of KBS development
    • PII S0169023X97000608
    • J. Vanthienen, C. Mues, and A. Aerts An illustration of verification and validation in the modelling phase of KBS development Data and Knowledge Engineering 27 3 1998 337 352 (Pubitemid 128433765)
    • (1998) Data and Knowledge Engineering , vol.27 , Issue.3 , pp. 337-352
    • Vanthienen, J.1    Mues, C.2    Aerts, A.3
  • 57
    • 84985846653 scopus 로고
    • Cognitive fit: A theory-based analysis of the graphs versus tables literature
    • I. Vessey Cognitive fit: A theory-based analysis of the graphs versus tables literature Decision Sciences 22 2 1991 219 240
    • (1991) Decision Sciences , vol.22 , Issue.2 , pp. 219-240
    • Vessey, I.1
  • 58
    • 0028484190 scopus 로고
    • The effect of information presentation on decision making: A cost-benefit analysis
    • I. Vessey The effect of information presentation on decision making: a cost-benefit analysis Information & Management 27 1994 103 119
    • (1994) Information & Management , vol.27 , pp. 103-119
    • Vessey, I.1
  • 59
    • 0022507994 scopus 로고
    • Structured tools and conditional logic: An empirical investigation
    • DOI 10.1145/5465.5470
    • I. Vessey, and R. Weber Structured tools and conditional logic: An empirical investigation Communications of the ACM 29 1 1986 48 57 (Pubitemid 16474576)
    • (1986) Communications of the ACM , vol.29 , Issue.1 , pp. 48-57
    • Vessey Iris1    Weber Ron2
  • 63
    • 0038030864 scopus 로고    scopus 로고
    • Extracting symbolic rules from trained neural network ensembles
    • Z.-H. Zhou, Y. Jiang, and S.-F. Chen Extracting symbolic rules from trained neural network ensembles AI Communications 16 1 2003 3 15
    • (2003) AI Communications , vol.16 , Issue.1 , pp. 3-15
    • Zhou, Z.-H.1    Jiang, Y.2    Chen, S.-F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.