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Volumn 11, Issue 1, 2011, Pages 500-513

A new methodology for Decisions in Medical Informatics using fuzzy cognitive maps based on fuzzy rule-extraction techniques

Author keywords

Decision support; Fuzzy cognitive maps; Knowledge extraction; Medical decision making; Radiotherapy; Rule extraction

Indexed keywords

DECISION SUPPORTS; FUZZY COGNITIVE MAP; KNOWLEDGE EXTRACTION; MEDICAL DECISION MAKING; RULE EXTRACTION;

EID: 77957924556     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2009.12.010     Document Type: Article
Times cited : (205)

References (66)
  • 2
    • 21244495584 scopus 로고    scopus 로고
    • Computational intelligence methods for rule-based data understanding
    • J.M. Zurada, W. Duch, and R. Setiono Computational intelligence methods for rule-based data understanding Proc. IEEE Int. Conf. Neural Networks 92 5 2004 771 805
    • (2004) Proc. IEEE Int. Conf. Neural Networks , vol.92 , Issue.5 , pp. 771-805
    • Zurada, J.M.1    Duch, W.2    Setiono, R.3
  • 4
    • 0034187785 scopus 로고    scopus 로고
    • Neuro-Fuzzy rule generation: Survey in soft computing
    • S. Mitra, and Y. Hayashi Neuro-Fuzzy rule generation: survey in soft computing IEEE Trans. Neural Networks 11 3 2000 748 760
    • (2000) IEEE Trans. Neural Networks , vol.11 , Issue.3 , pp. 748-760
    • Mitra, S.1    Hayashi, Y.2
  • 5
  • 6
    • 0036850692 scopus 로고    scopus 로고
    • Fuzzy association rules and the extended mining algorithms
    • G. Chen, and Q. Wei Fuzzy association rules and the extended mining algorithms Inform. Sci. 147 2002 201 228
    • (2002) Inform. Sci. , vol.147 , pp. 201-228
    • Chen, G.1    Wei, Q.2
  • 7
    • 0032053680 scopus 로고    scopus 로고
    • A medical expert system approach using artificial neural networks for standardized treatment planning
    • D. Wells, and J. Niederer A medical expert system approach using artificial neural networks for standardized treatment planning Int. J. Radiat. Oncol. Biol. Phys. 41 1 1998 173 182
    • (1998) Int. J. Radiat. Oncol. Biol. Phys. , vol.41 , Issue.1 , pp. 173-182
    • Wells, D.1    Niederer, J.2
  • 8
    • 0032960792 scopus 로고    scopus 로고
    • Obtaining interpretable fuzzy classification rules from medical data
    • D. Nauck, and R. Kruse Obtaining interpretable fuzzy classification rules from medical data Artif. Intell. Med. 16 2 1999 149 169
    • (1999) Artif. Intell. Med. , vol.16 , Issue.2 , pp. 149-169
    • Nauck, D.1    Kruse, R.2
  • 10
    • 0342827773 scopus 로고    scopus 로고
    • Extraction of linguistic rules from data via neural networks and fuzzy approximation
    • A. Lozowski, and J.M. Zurada Extraction of linguistic rules from data via neural networks and fuzzy approximation J. Cloete, J.M. Zurada, Knowledge-Based Neurocomputing 2000 The MIT Press Cambridge, Massachusetts
    • (2000) Knowledge-Based Neurocomputing
    • Lozowski, A.1    Zurada, J.M.2
  • 11
    • 0003641269 scopus 로고    scopus 로고
    • U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, R. Uthurusamy, AAAI/MIT Press Menlo Park, CA
    • U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, R. Uthurusamy, Advances in Knowledge Discovery and Data Mining 1996 AAAI/MIT Press Menlo Park, CA
    • (1996) Advances in Knowledge Discovery and Data Mining
  • 12
    • 33745822446 scopus 로고    scopus 로고
    • A survey on knowledge discovery and data mining processes
    • L.A. Kurgan, and P. Musilek A survey on knowledge discovery and data mining processes Knowledge Eng. Rev. 21 1 2006 1 24
    • (2006) Knowledge Eng. Rev. , vol.21 , Issue.1 , pp. 1-24
    • Kurgan, L.A.1    Musilek, P.2
  • 17
    • 0345356963 scopus 로고    scopus 로고
    • An integrated two-level hierarchical decision making system based on fuzzy cognitive maps (FCMs)
    • E.I. Papageorgiou, C.D. Stylios, and P. Groumpos An integrated two-level hierarchical decision making system based on fuzzy cognitive maps (FCMs) IEEE Trans. Biomed. Eng. 50 12 2003 1326 1339
    • (2003) IEEE Trans. Biomed. Eng. , vol.50 , Issue.12 , pp. 1326-1339
    • Papageorgiou, E.I.1    Stylios, C.D.2    Groumpos, P.3
  • 24
    • 34548694551 scopus 로고    scopus 로고
    • Complementary case-based reasoning and competitive fuzzy cognitive maps for advanced medical decisions
    • V.C. Georgopoulos, and C.D. Stylios Complementary case-based reasoning and competitive fuzzy cognitive maps for advanced medical decisions Soft Comput. 12 2008 191 199
    • (2008) Soft Comput. , vol.12 , pp. 191-199
    • Georgopoulos, V.C.1    Stylios, C.D.2
  • 25
    • 40849126565 scopus 로고    scopus 로고
    • Spyridoula Chouliara: Fuzzy cognitive map architectures for medical decision support systems
    • C.D. Stylios, Voula C. Georgopoulos, and Georgia A. Malandraki Spyridoula Chouliara: fuzzy cognitive map architectures for medical decision support systems Appl. Soft Comput. 8 3 2008 1243 1251
    • (2008) Appl. Soft Comput. , vol.8 , Issue.3 , pp. 1243-1251
    • Stylios, C.D.1    Georgopoulos, V.C.2    Malandraki, G.A.3
  • 29
    • 0033940297 scopus 로고    scopus 로고
    • Modelling supervisory control systems using fuzzy cognitive maps
    • DOI 10.1016/S0960-0779(98)00303-8
    • P. Groumpos, and C.D. Stylios Modeling supervisory control systems using fuzzy cognitive maps Chaos, Solitons Fractals 11 2000 329 336 (Pubitemid 30503121)
    • (2000) Chaos, solitons and fractals , vol.11 , Issue.1 , pp. 329-336
    • Groumpos, P.P.1    Stylios, C.D.2
  • 32
    • 0033886667 scopus 로고    scopus 로고
    • On causal inference in fuzzy cognitive maps
    • Y. Miao, and Z.Q. Liu On causal inference in fuzzy cognitive maps IEEE Trans. Fuzzy Syst. 8 2000 107 119
    • (2000) IEEE Trans. Fuzzy Syst. , vol.8 , pp. 107-119
    • Miao, Y.1    Liu, Z.Q.2
  • 33
    • 70349857965 scopus 로고    scopus 로고
    • Medical decision making through fuzzy computational intelligent approaches
    • E.I. Papageorgiou, Medical decision making through fuzzy computational intelligent approaches, Lecture Notes in Computer Science/LNAI 5722, pp. 99-108, 2009.
    • (2009) Lecture Notes in Computer Science/LNAI 5722 , pp. 99-108
    • Papageorgiou, E.I.1
  • 35
    • 0030289446 scopus 로고    scopus 로고
    • Data mining and knowledge discovery in databases
    • U. Fayyad, and R. Uthurusamy Data mining and knowledge discovery in databases Commun. ACM 39 1996 24 27
    • (1996) Commun. ACM , vol.39 , pp. 24-27
    • Fayyad, U.1    Uthurusamy, R.2
  • 36
    • 0027245159 scopus 로고
    • Knowledge-based connectionism for revising domain theories
    • L.M. Fu Knowledge-based connectionism for revising domain theories IEEE Trans. Syst. Man Cybern. 23 l 1993 173 182
    • (1993) IEEE Trans. Syst. Man Cybern. , vol.23 , Issue.L , pp. 173-182
    • Fu, L.M.1
  • 38
    • 55249122978 scopus 로고
    • Learning fuzzy rules and membership functions in fuzzy neural networks
    • Dunedin, New Zealand
    • N. Kasabov Learning fuzzy rules and membership functions in fuzzy neural networks Proc. of ANNES'93 Dunedin, New Zealand 1993
    • (1993) Proc. of ANNES'93
    • Kasabov, N.1
  • 40
    • 0028192731 scopus 로고
    • Logical operation based fuzzy MLP for classification and rule generation
    • S. Mitra, and S.K. Pal Logical operation based fuzzy MLP for classification and rule generation Neural Networks 7 2 1994 353 373
    • (1994) Neural Networks , vol.7 , Issue.2 , pp. 353-373
    • Mitra, S.1    Pal, S.K.2
  • 41
    • 0033906222 scopus 로고    scopus 로고
    • Designing decision trees with the use of fuzzy granulation
    • W. Pedrycz, and A. Sosnowski Designing decision trees with the use of fuzzy granulation IEEE Trans. Syst. Man Cybern. A 30 2000 151 159
    • (2000) IEEE Trans. Syst. Man Cybern. A , vol.30 , pp. 151-159
    • Pedrycz, W.1    Sosnowski, A.2
  • 42
  • 43
    • 0042591522 scopus 로고    scopus 로고
    • A complete fuzzy decision tree technique
    • C.W. Olaru A complete fuzzy decision tree technique Fuzzy Sets Syst. 138 2003 221 254
    • (2003) Fuzzy Sets Syst. , vol.138 , pp. 221-254
    • Olaru, C.W.1
  • 44
    • 33748930981 scopus 로고    scopus 로고
    • On constructing a fuzzy inference framework using crisp decision trees
    • K. Crockett, Z. Bandar, D. Mclean, and J. O'Shea On constructing a fuzzy inference framework using crisp decision trees Fuzzy Sets Syst. 157 2006 2809 2832
    • (2006) Fuzzy Sets Syst. , vol.157 , pp. 2809-2832
    • Crockett, K.1    Bandar, Z.2    McLean, D.3    O'Shea, J.4
  • 45
    • 77956512179 scopus 로고    scopus 로고
    • free version for Fuzzy Decision Trees
    • C.Z. Janikow, Fuzzy Decision Trees Manual, free version for Fuzzy Decision Trees, 1998, http://www.cs.umsl.edu/Faculty/janikow/janikow.html.
    • (1998) Fuzzy Decision Trees Manual
    • Janikow, C.Z.1
  • 47
    • 0002682767 scopus 로고    scopus 로고
    • Fuzzy data mining: Discovery of fuzzy generalized association rules
    • Springer
    • G. Chen, Q. Wei, and E. Kerre Fuzzy data mining: discovery of fuzzy generalized association rules Recent Issues on Fuzzy Databases 2000 Springer pp. 45-66
    • (2000) Recent Issues on Fuzzy Databases
    • Chen, G.1    Wei, Q.2    Kerre, E.3
  • 48
    • 9644270328 scopus 로고    scopus 로고
    • Modified Gath-Geva clustering for fuzzy segmentation of multivariate time-series, Fuzzy Sets and Systems
    • J. Abonyi, B. Feil, S. Nemeth, and P. Arva Modified Gath-Geva clustering for fuzzy segmentation of multivariate time-series, Fuzzy Sets and Systems Data Mining Special Issue 149 1 2005 39 56
    • (2005) Data Mining Special Issue , vol.149 , Issue.1 , pp. 39-56
    • Abonyi, J.1    Feil, B.2    Nemeth, S.3    Arva, P.4
  • 50
    • 77956538367 scopus 로고    scopus 로고
    • Association rule and decision tree based methods for fuzzy rule base generation
    • ISSN 1305-5313
    • F.P. Pach, J. Abonyi, Association rule and decision tree based methods for fuzzy rule base generation, Trans. Eng. Comput. Technol., 13, ISSN 1305-5313 (2006).
    • (2006) Trans. Eng. Comput. Technol. , vol.13
    • Pach, F.P.1    Abonyi, J.2
  • 52
    • 0026943536 scopus 로고    scopus 로고
    • Generating fuzzy rules by learning from examples
    • L.-X. Wang, and J.M. Mendel Generating fuzzy rules by learning from examples IEEE Trans. Syst. Man Cybern. 22 1999 1227 1414
    • (1999) IEEE Trans. Syst. Man Cybern. , vol.22 , pp. 1227-1414
    • Wang, L.-X.1    Mendel, J.M.2
  • 56
    • 0036710143 scopus 로고    scopus 로고
    • Three-dimensional conformal radiation therapy: Evidence-based treatment of prostate cancer
    • J. Armstrong Three-dimensional conformal radiation therapy: evidence-based treatment of prostate cancer Radiotherapy Oncol. vol.64 2002 235 237
    • (2002) Radiotherapy Oncol. , vol.64 , pp. 235-237
    • Armstrong, J.1
  • 58
    • 0003651542 scopus 로고
    • Prescribing, recording and reporting photon beam therapy
    • ICRU Report 50 Washington
    • ICRU Report 50, Prescribing, recording and reporting photon beam therapy, International Commission on Radiation Units and Measurements, Washington, 1993.
    • (1993) International Commission on Radiation Units and Measurements
  • 61
    • 29544441693 scopus 로고    scopus 로고
    • A weight adaptation method for fine-tuning Fuzzy Cognitive Map causal links
    • E.I. Papageorgiou, and P.P. Groumpos A weight adaptation method for fine-tuning Fuzzy Cognitive Map causal links Soft Comput. J. 9 2005 846 857
    • (2005) Soft Comput. J. , vol.9 , pp. 846-857
    • Papageorgiou, E.I.1    Groumpos, P.P.2
  • 62
    • 18844398882 scopus 로고    scopus 로고
    • A new hybrid method using evolutionary algorithms to train fuzzy cognitive maps
    • E.I. Papageorgiou, and P.P. Groumpos A new hybrid method using evolutionary algorithms to train fuzzy cognitive maps Appl. Soft Comput. 5 2005 409 431
    • (2005) Appl. Soft Comput. , vol.5 , pp. 409-431
    • Papageorgiou, E.I.1    Groumpos, P.P.2
  • 63
    • 0030577310 scopus 로고    scopus 로고
    • What are fuzzy rules and how to use them
    • H. Prade, and D. Dubois What are fuzzy rules and how to use them Fuzzy Sets Syst. 84 1996 169 185
    • (1996) Fuzzy Sets Syst. , vol.84 , pp. 169-185
    • Prade, H.1    Dubois, D.2
  • 65
    • 0027678679 scopus 로고
    • Extracting refined rules from knowledge-based neural networks
    • G. Towell, and J. Shavlik Extracting refined rules from knowledge-based neural networks Machine Learn. 131 1993 71 101
    • (1993) Machine Learn. , vol.131 , pp. 71-101
    • Towell, G.1    Shavlik, J.2


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