Kisworo Kisworo


This paper presents Yager model, i.e. standard form of Fuzzy Multi-Atributte Decision Making (FMADM) in fuzzy decision environment. Simulasion of this model would be performed under scope of fuzzy decisionmaking process to show its existence. As academics, researchers, and practitioners know on it, besides theFMADM, so is there Fuzzy Multi-Objective Decision Making (FMODM) at where the both has their same derivation, e.i. Fuzzy Multi-Criteria Decision Making (FMCDM). Related to the matter, significant value that could be represented then gives contribution to team work-oriented principal of decision makers.

Keywords: Yager Model, FMADM, FMODM,
FMCDM, fuzzy decision-making.

Full Text:



_____. (2017). Lotfi Zadeh has passed away. USA, California: Berkeley|EECS: Electrical Engineering and Computer Sciences. News. Available online at

Abdullah, L. (2013). Fuzzy Multi Criteria Decision Making and Its Applications: A Brief Review of Category. The 9th International Conference on Cognitive Science. © 2013 The Authors: Elsevier Ltd. Open access under CC BY-NC-ND license. Selection and/or peer-review under responsibility of the Universiti Malaysia Sarawak. doi: 10.1016/j.sbspro.2013.10.213.

Bellman, R. E. (1970). Decision making in a fuzzy. Management Science, 17, B141-B164.

Bojadziev, G. &. (2007). Advances in Fuzzy Systems - Applications and Theory - Vol. 2: Fuzzy Logic for Business, Finance, and Management. Singapore: World Scientific Publishing Co. Pte. Ltd.

Cagman, N. &. (2011). A New Group Decision-Making Method Based on Fuzzy Set Operation. European Journal of Pure and Applied Mathematics Vol. 4, No. 1, 42-49.

Carlsson, C. &. (1996: 133). Fuzzy multiple criteria decision making: Recent developments. Fuzzy Sets and Systems, 78, 139- 153.

Chen, G. &. (2001). Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems. Florida: CRC Press LLC.

Ekel, P. Y. (2002). Fuzzy Sets and Models of Decision Making. Computers and Mathematics with Applications, 44, 863-875.

Gupta, M. M. (2010). Forty-Five Years of Fuzzy Sets and Fuzzy Logic—A Tribute Professor Lofty A. Zadeh (The Father of Fuzzy Logic). 1026-3098 © 2011 Sharif University of Technology: Production and hosting by Elsevier B.V.

Hohle, U. (1996). On the Fundamentals of Fuzzy Set Theory. Journal of Mathematical Analysis and Applications, 201, 786-826.

Kahraman, C. (. (2008). Fuzzy Multi-Criteria Decision Making: Theory and Applications with Recent Developments. USA, New York: Springer Science + Business Media, LLC.

Kahraman, C. O. (2015). Fuzzy Multicriteria Decision-Making: A Literature Review. International Journal of Computational Intelligence Systems, Vol. 8, No. 4, 637-666.

Kousalya, P. R. (2012). Analytical Hierarchy Process Approach—in Application of Engineering Education. Mathematica Aeterna, Vol. 2, No.10, 861-878.

Kusumadewi, S. H. (2006: ch. 4-5). Fuzzy Multi-Attribute Decision Making. Indonesia, Yogyakarta: Graha Ilmu.

Mardani, A. J. (2015). Fuzzy Multiple Criteria Decision-Making Techniques and Applications–Two decades review from 1994 to 2014. Expert Systems with Applications.

Muzimoto, M. (1981). Fuzzy Sets and Their Operations. Information and Control, 48, 30-48.

Ribeiro, R. A. (2010). Fuzzy Decision Making. Slide: CA3/CTS/UNINOVA.

Saaty, T. L. (1980). The Analytic Hierarchy Process. USA, New York: McGraw-Hill.

Saaty, T. L. (1990). How to Make A Decision: The Analytic Hierarchy Process. International Journal of Operation Research, 48, 9-26: Upload by Saaty, T. L. at, 02-02-2015.

Saaty, T. L. (2008). Decision Making with the Analytic Hierarchy Process. Int. J. Services Science, Vol. 1, No. 1: Uploaded by Saaty, T. L. at, 31-12-2014.

Seising, R. (2006). Proposals for Future Developments in Fuzzy Sets Technology. 2006 IEEE International Conference on Fuzzy Systems: Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada 16-21 July, 2006.

Triantaphyllou, E. &. (1995). Using the Analytic Hierarchy Process for Decision Making in Engineering Applications: Some Challenges. Inter’l Journal of Industrial Engineering: Applications and Practice, Vol. 2, No.1, pp. 35-44.

Yager, R. R. (_____). Extending Multicriteria Decision Making by Mixing t-norms and OWA Operators. International Journal Intelligent Systems, 20, 453–474.

Yager, R. R. (1988). On Ordered Weighted Averaging Aggregation Operators in Multicriteria Decision Making. IEEE Trans. Syst. Man Cyber, 18,183–190.

Yager, R. R. (1997). The Ordered Weighted Averaging Operators. Theory and Applications. USA, Boston: Kluwer.

Yager, R. R. (1997). The Ordered Weighted Averaging Operators. Theory and Applications. USA, Boston: Kluwer.

Zadeh, L. (_____a). Publication List: Principal Papers Are Highlighted.

Zadeh, L. (_____b). Principal Achievements: A Personal Statement (1965-1914).

Zadeh, L. (1965). Fuzzy Sets. Information and Control, 8, 338-353.

Zadeh, L. (1990). The Birth and Evolution of Fuzzy Logic. UK, The Birth and Evolution of Fuzzy Logic: International Journal General Systems, Vol. 17, 95-105.

Zadeh, L. (2015). Fuzzy Logic—Forty Years Later: A Personal Perspective. USA, Univercity of Calofornia: Computer Science Devision, Department of EECS (USA).

Zimmermann, H. -J. (2001). Fuzzy Set Theory and Its Applications, Fourth Edition. USA, New York: Springer Science+Business Media.

Zimmermann, H. -J. (2010). Fuzzy Set Theory. Aachen: John Wiley & Sons, Inc (Germany): WIREs Comp Stat, 2, 317–332.



  • There are currently no refbacks.

Copyright (c) 2021 Kisworo Kisworo

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Jurnal Tekno Kompak
Published by Universitas Teknokrat Indonesia
Organized by Program Studi D3 Sistem Informasi AkuntansiUniversitas Teknokrat Indonesia
Jl. Zainal Abidin Pagaralam, No.9-11, Labuhanratu, Bandarlampung, Indonesia
Telepon : 0721 70 20 22
W :
E  :

Creative Commons License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Jumlah Pengunjung : View Tekno Kompak StatsCounter

Flag Counter