№2, 2021

L.A.ZADEH’S “FUZZY LOGIC” AS A KEY TO THE DESCRIPTION OF HUMANISTIC SYSTEMS
Мisir J. Mardanov, Ramin R. Rzayev

The decision-making process is recognized as a type of human intellectual activity, which is presented as a continuous chain of multi-criteria choices developed and implemented under the influence of numerous factors of the diverse nature. In the paper, considering the presence of uncertainties, and the human factor, each university is considered as a humanistic educational system, and the assessment of its competitiveness level and the calculation of the corresponding rating are presented as a weakly structured problem that has not only quantitative but also qualitative characteristics (pp.26-37). 

Keywords:humanistic system, linguistic variable, fuzzy set, fuzzy logic.
References
  • Turksen I.B. O vklade Lotfi Zade v sovremennuyu nauku i nauchnoe mirovozzrenie // Novosti Iskusstvennogo Intellekta, 2001, # 2-3, s. 12-15. Zadeh L.A. Fuzzy Sets // Information and Control, 1965, Vol.8, p. 338-353.
  • Zadeh L.A. Probability Measures of Fuzzy Events // Journal of Mathematical Analysis and Applications, 1968, Vol.10, p. 421-427.
  • Zadeh L.A. Outline of a New Approach to the Analysis of Complex Systems and Decision Processes // IEEE Transactions on Systems, Man and Cybernetics, 1973, Vol. SMC-3, p. 28-44.
  • Zadeh L.A. Fuzzy Sets as a Basis for a Theory of Possibility // Fuzzy Sets and Systems, 1978, Vol.1, p. 3-28.
  • Zadeh L.A. A Theory of Approximate Reasoning // Machine Intelligence / Ed. by J. Hayes, D. Michie and L.I. Mikulich, New York: Halstead Press, 1979, p.149-194.
  • Hodge R. Key Terms in Fuzzy Logic Deep Roots and New Understanding, University of Western Sydney, Australia, 2001.
  • Zadeh L.A. Toward a Theory of Fuzzy Information Granulation and its Centrality in Human Reasoning and Fuzzy Logic // Fuzzy Sets and Systems, 1997, Vol. 90, p.111-127.
  • Bellman R.E., Zadeh L.A. Decision-Making in a Fuzzy Environment // Management Science,1970, Vol.17, p.141-164.
  • Zadeh L.A. Similarity Relations and Fuzzy Orderings // Information Sciences, 1971, Vol.3, p.177-200.
  • Mamdani E.H., Assilian S. An Experiment in Linguistic Synthesis with a Fuzzy Logic Controller // International Journal of Man-Machine Studies, 1975, Vol. 7, №1, p.1-13.
  • Zadeh L.A. The Concept of a Linguistic Variable and its Application to Approximate Reasoning. Parts 1 and 2 // Information Sciences, 1975, Vol.8, p. 199-249, 301-357.
  • Zadeh L.A. The Concept of a Linguistic Variable and its Application to Approximate Reasoning. Part 3 // Information Sciences, 1976, vol. 9, p. 43-80.
  • Zadeh L.A. Fuzzy Logic = Computing with Words // IEEE Transactions on Fuzzy Systems, 1996, Vol. 4, p.103-111.
  • Zadeh L.A. From Computing with Numbers to Computing with Words – From Manipulation of Measurements to Manipulation of Perceptions // Computing with Words/ Ed. by P.P. Wang, New York: Wiley and Sons, 2001, p. 35-68.
  • Mardanov M.Dzh., Rzaev R.R., Dzhamalov Z.R., Khudadova A.K. Oczenka konkurentosposobnosti vy`sshego uchebnogo zavedeniya na osnove nechyotkogo analiza ego kachestvenny`kh kharakteristik // Izvestiya Azerbajdzhanskoj Inzhenernoj Akademii, 2015, tom 7, №4, s. 113-130.
  • Mardanov M.Dzh., Rzaev R.R., Dzhamalov Z.R., Gasanov V.I. Podkhod k oczenke konkurentosposobnosti vy`sshikh uchebny`kh zavedenij // Problemy` upravleniya. Moskva, 2015, №6, s. 23-34.
  • Mardanov M.Dzh., Rzaev R.R. Al`ternativnoe agregirovanie rejtingovy`kh oczenok v ramkakh QS-tekhnologii ranzhirovaniya vy`sshikh uchebny`kh zavedenij // Matematicheskie Mashiny` i Sistemy`. Institut Problem Matematicheskikh Mashin i Sistem, Kiev, 2016, № 4, c. 122-133.
  • Mardanov M.Dzh., Rzaev R.R. Dva podkhoda k kompleksnoj oczenke i ranzhirovaniyu vuzov // Problemy` upravleniya i informatiki, 2017, № 4, c. 36-55.
  • Mardanov M.Dzh., Rzaev R.R., Dzhamalov Z.R., Khudadova A.K. Integrated Assessment and Ranking of Universities by Fuzzy Inference // Procedia Computer Science, 2017, Vol. 120, p. 213-220.
  • Mardanov M.Dzh., Rzaev R.R., Dzhamalov Z.R. Nechyotkaya metodologiya mnogokriterial`nogo ranzhirovaniya universitetov, Saarbruchen (Germany): Palmerium Academic Publishing, 2017, 164 p.
  • Mardanov M.Dzh., Rzaev R.R. Metody` mnogokriterial`noj oczenki al`ternativ v logicheskom bazise nejronny`kh setej // Nauchny`j zhurnal «Avtomatizacziya i izmereniya v mashino-priborostroenii», 2018, № 3, s. 75-85.
  • Mardanov M.Dzh., Rzaev R.R. One Approach to Multi-Criteria Evaluation of Alternatives in the Logical Basis of Neural Networks // Springer’s Series “Advances in Intelligent Systems and Computing”, 2019, Vol. 896, p. 279-287.
  • Mardanov M.Dzh., Rzaev R.R., Ibragimov N.S., Dzhamalov Z.R. Formirovanie rejtingov universitetov na osnove kompilyaczii e`kspertny`kh oczenok v logicheskom bazise nejronnoj seti // Matematicheskie Mashiny` i Sistemy`. Institut Problem Matematicheskikh Mashin i Sistem, Kiev, 2019, № 1, c. 107-123.