Abstract
This paper reviews applications of fuzzy cognitive maps (FCMs) in the in the field of human factors and ergonomics, with special consideration of human systems integration efforts.
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References
Groumpos, P.P.: Fuzzy cognitive maps: basic theories and their application to complex systems. In: Fuzzy Cognitive Maps, pp. 1–22. Springer, Heidelberg (2010)
Papageorgiou, E.I., Salmeron, J.L.: Methods and algorithms for fuzzy cognitive map-based modeling. In: Fuzzy cognitive Maps for Applied Sciences and Engineering, pp. 1–28. Springer, Heidelberg (2014)
Kandasamy, W.V., Smarandache, F.: Fuzzy cognitive maps and neutrosophic cognitive maps. Infinite Study (2003)
Kosko, B.: Fuzzy cognitive maps. Int. J. Man-Mach. Stud. 24(1), 65–75 (1986)
Axelrod, R. (ed.): Structure of Decision: The Cognitive Maps of Political Elites. Princeton University Press, Princeton (1976)
Sox, J.H.C., Blatt, M.A., Higgins, M.C., Marton, K.I.: Medical Decision Making. American College of Physicians, Butterworths (1988)
Jang, J.S.R., Sun, C.T., Mizutani, E.: Neuro-Fuzzy and Soft Computing; A Computational Approach to Learning and Machine Intelligence. Prentice-Hall, Englewood Cliffs (1997)
Nie, J., Linkens, D.: Fuzzy-Neural Control: Principles, Algorithms and Applications. Prentice Hall International (UK) Ltd., Upper Saddle River (1995)
Styblinski, M.A., Meyer, B.D.: Fuzzy cognitive maps, signal flow graphs, and qualitative circuit analysis. In: Proceedings of the 2nd IEEE International Conference on Neural Networks, vol. 2, pp. 549–556. IEEE Press, New York (1988)
Taber, R.: Knowledge processing with fuzzy cognitive maps. Expert Syst. Appl. 2(1), 83–87 (1991)
Craiger, J.P., Goodman, D.F., Weiss, R.J., Butler, A.: Modeling organizational behavior with fuzzy cognitive maps. Int. J. Comput. Intell. Organ. 1(2), 120–123 (1996)
Schneider, M., Shnaider, E., Kandel, A., Chew, G.: Automatic construction of FCMs. Fuzzy Sets Syst. 93(2), 161–172 (1998)
Papageorgiou, E.I., Spyridonos, P.P., Stylios, C.D., Ravazoula, P., Nikiforidis, G.C., Groumpos, P.P.: The challenge of soft computing techniques for tumor characterization. In: International Conference on Artificial Intelligence and Soft Computing, pp. 1031–1036. Springer, Heidelberg (2004)
Papageorgiou, E.I., Spyridonos, P.P., Stylios, C.D., Ravazoula, P., Groumpos, P.P., Nikiforidis, G.N.: Advanced soft computing diagnosis method for tumour grading. Artif. Intell. Med. 36(1), 59–70 (2006)
Stylios, C.D., Groumpos, P.P.: The challenge of modeling supervisory systems using fuzzy cognitive maps. J. Intell. Manuf. 9(4), 339–345 (1998)
Stylios, C.D., Groumpos, P.P.: A soft computing approach for modeling the supervisor of manufacturing systems. J. Intell. Rob. Syst. 26(3–4), 389–403 (1999)
Stylios, C.D., Groumpos, P.P., Georgopoulos, V.C.: Fuzzy cognitive map approach to process control systems. J. Adv. Comput. Intell. 3(5), 409–417 (1999)
Christova, N.G., Groumpos, P.P., Stylios, C.D.: Production planning for complex plants using fuzzy cognitive maps. In: IFAC Proceedings, vol. 36, no. 3, pp. 81–86 (2003)
Krishnan, R., Sivakumar, G., Bhattacharya, P.: Extracting decision trees from trained neural networks. Pattern Recogn. 32(12), 1999–2009 (1999)
Stylios, C.D., Georgopoulos, V.C., Groumpos, P.P.: Introducing the theory of fuzzy cognitive maps in distributed systems. In: Proceedings of the 1997 IEEE International Symposium on Intelligent Control, pp. 55–60. IEEE Press, New York (1997)
Stylios, C.D., Groumpos, P.P.: Fuzzy cognitive maps: a model for intelligent supervisory control systems. Comput. Ind. 39(3), 229–238 (1999)
Stylios, C.D., Groumpos, P.P.: Fuzzy cognitive maps in modeling supervisory control systems. J. Intell. Fuzzy Syst. 8(2), 83–98 (2000)
Groumpos, P.P., Stylios, C.D.: Modeling supervisory control systems using fuzzy cognitive maps. Chaos, Solitons Fractals 11(1–3), 329–336 (2000)
Xirogiannis, G., Stefanou, J., Glykas, M.: A fuzzy cognitive map approach to support urban design. J. Expert Syst. Appl. 26(2), 257–268 (2004)
Xirogiannis, G., Glykas, M.: Fuzzy cognitive maps in business analysis and performance driven change. J. IEEE Trans. Eng. Manag. 51(3), 334–351 (2004)
Xirogiannis, G., Chytas, P., Glykas, M., Valiris, G.: Intelligent impact assessment of HRM to the shareholder value. Expert Syst. Appl. 35(4), 2017–2031 (2008)
Heckerman, D., Geiger, D., Chickering, D.M.: Learning Bayesian networks: the combination of knowledge and statistical data. Mach. Learn. 20, 197–243 (1995)
Hong, T., Han, I.: Knowledge-based data mining of news information on the Internet using cognitive maps and neural networks. Expert Syst. Appl. 23(1), 1–8 (2002)
Lee, K.C., Kim, J.S., Chung, N.H., Kwon, S.J.: Fuzzy cognitive map approach to web-mining inference amplification. Expert Syst. Appl. 22(3), 197–211 (2002)
Özesmi, U., Özesmi, S.L.: Ecological models based on people’s knowledge: a multi-step fuzzy cognitive mapping approach. Ecol. Model. 176(1–2), 43–64 (2004)
Papageorgiou, E.I.: Review study on fuzzy cognitive maps and their applications during the last decade. In: 2011 IEEE International Conference on Fuzzy Systems, pp. 828—835. IEEE Press, New York (2011)
Jones, R.E., Connors, E.S., Mossey, M.E., Hyatt, J.R., Hansen, N.J., Endsley, M.R.: Modeling situation awareness for Army infantry platoon leaders using fuzzy cognitive mapping techniques. In: Proceedings of the Behavior Representation in Modeling and Simulation Conference, pp. 216–223 (2010)
Xue, S., Jiang, G., Tian, Z.: Using fuzzy cognitive maps to analyze the information processing model of situation awareness. In: Sixth International Conference on Intelligent Human-Machine Systems and Cybernetics, vol. 1, pp. 245–248. IEEE Press (2014)
Irani, Z., Sharif, A.M., Papadopoulos, T.: Organizational energy: a behavioral analysis of human and organizational factors in manufacturing. IEEE Trans. Eng. Manag. 62(2), 193–204 (2015)
Bertolini, M.: Assessment of human reliability factors: a fuzzy cognitive maps approach. Int. J. Ind. Ergon. 37(5), 405–413 (2007)
Gandhi, M.S., Gandhi, O.P.: Identification and assessment of factors influencing human reliability in maintenance using fuzzy cognitive maps. Qual. Reliab. Eng. Int. 31(2), 169–181 (2015)
Buche, C., Chevaillier, P., Nédélec, A., Parenthoën, M., Tisseau, J.: Fuzzy cognitive maps for the simulation of individual adaptive behaviors. Comput. Anim. Virtual Worlds 21(6), 573–587 (2010)
Bevilacqua, M., Ciarapica, F.E., Mazzuto, G.: Analysis of injury events with fuzzy cognitive maps. J. Loss Prev. Process Ind. 25(4), 677–685 (2012)
Yucel, G., Bayraktaroglu, A.E., Unal, M.E.: A fuzzy cognitive map approach for the analysis of electronic consumer products regarding usability among different age groups. Int. J. Mob. Learn. Organ. 3(3), 322–335 (2009)
Asadzadeh, S.M., Azadeh, A., Negahban, A., Sotoudeh, A.: Assessment and improvement of integrated HSE and macro-ergonomics factors by fuzzy cognitive maps: the case of a large gas refinery. J. Loss Prev. Process Ind. 26(6), 1015–1026 (2013)
Mei, S., Zhu, Y., Qiu, X., Zhou, X., Zu, Z., Boukhanovsky, A.V., Sloot, P.M.: Individual decision making can drive epidemics: a fuzzy cognitive map study. IEEE Trans. Fuzzy Syst. 22(2), 264–273 (2014)
Dias, S.B., Hadjileontiadou, S.J., Hadjileontiadis, L.J., Diniz, J.A.: Fuzzy cognitive mapping of LMS users’ quality of interaction within higher education blended-learning environment. Expert Syst. Appl. 42(21), 7399–7423 (2015)
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Sapkota, N., Karwowski, W. (2019). Applications of Fuzzy Cognitive Maps in Human Systems Integration. In: Ahram, T. (eds) Advances in Artificial Intelligence, Software and Systems Engineering. AHFE 2018. Advances in Intelligent Systems and Computing, vol 787. Springer, Cham. https://doi.org/10.1007/978-3-319-94229-2_38
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DOI: https://doi.org/10.1007/978-3-319-94229-2_38
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