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Published in: Soft Computing 16/2019

19-06-2018 | Methodologies and Application

Multi-attribute decision-making based on soft set theory: a systematic review

Authors: Azadeh Zahedi Khameneh, Adem Kılıçman

Published in: Soft Computing | Issue 16/2019

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Abstract

Multi-attribute decision-making (MADM) is a cognitive process for evaluating data under various attributes in order to find the best option in terms of the preferences of decision makers. Handling uncertainty and vagueness in most real-world decision-making problems involves the application of mathematical tools dealing with uncertainty, such as soft set (SS) theory in decision-making processes. In recent years, different approaches have been suggested for demonstrating the effectiveness and efficiency of soft set theory in MADM. To date, no systematic literature review has been presented in this area. However, a review paper on existing SS-based methods can help future researchers to find the gaps and missing MADM approaches in current studies. In this paper, we review the methodologies and applications of 71 research papers published in 30 academic journals (extracted from online databases including ScienceDirect, Scopus, Springer, World of Scientific, and Hindawi) between January 2000 and December 2017. These papers have been categorized into two main groups: single and hybrid approaches. In addition, they have been classified with respect to MADM techniques, country of origin, journal, and publication year. The statistical analysis shows that “SSAW” method which has been employed by various authors is the most common technique. Moreover, the number of research publications by academics was highest in 2017. In addition, the “Applied Mathematical Modelling” journal and China are ranked as the academic journal and country that have presented the most major contributions in this domain, respectively.

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Literature
go back to reference Abdullah S, Aslam M, Ullah K (2014) Bipolar fuzzy soft sets and its applications in decision making problem. J Intell Fuzzy Syst 27(2):729–742MathSciNetMATH Abdullah S, Aslam M, Ullah K (2014) Bipolar fuzzy soft sets and its applications in decision making problem. J Intell Fuzzy Syst 27(2):729–742MathSciNetMATH
go back to reference Agarwal M, Biswas KK, Hanmandlu M (2013) Generalized intuitionistic fuzzy soft sets with applications in decision-making. Appl Soft Comput 13:3552–3566 Agarwal M, Biswas KK, Hanmandlu M (2013) Generalized intuitionistic fuzzy soft sets with applications in decision-making. Appl Soft Comput 13:3552–3566
go back to reference Akram M, Nawas S (2016a) Certain types of soft graphs. UPB Sci Bull Ser A Appl Math Phys 78(4):67–82MathSciNet Akram M, Nawas S (2016a) Certain types of soft graphs. UPB Sci Bull Ser A Appl Math Phys 78(4):67–82MathSciNet
go back to reference Akram M, Nawas S (2016b) Fuzzy soft graphs with applications. J Intell Fuzzy Syst 30:3619–3632MATH Akram M, Nawas S (2016b) Fuzzy soft graphs with applications. J Intell Fuzzy Syst 30:3619–3632MATH
go back to reference Akram M, Shahzadi S (2016) Representation of graphs using intuitionistic neutrosophic soft sets. J Math Anal 7(6):31–53MathSciNetMATH Akram M, Shahzadi S (2016) Representation of graphs using intuitionistic neutrosophic soft sets. J Math Anal 7(6):31–53MathSciNetMATH
go back to reference Akram M, Shahzadi S (2017) Neutrosophic soft graphs with application. J Intell Fuzzy Syst 32(1):841–858MATH Akram M, Shahzadi S (2017) Neutrosophic soft graphs with application. J Intell Fuzzy Syst 32(1):841–858MATH
go back to reference Alcantud JCR (2016) A novel algorithm for fuzzy soft set based decision making from multiobserver input parameter data set. Inf Fusion 29:142–148 Alcantud JCR (2016) A novel algorithm for fuzzy soft set based decision making from multiobserver input parameter data set. Inf Fusion 29:142–148
go back to reference Alcantud JCR, Mathew TJ (2017) Separable fuzzy soft sets and decision making with positive and negative attributes. Appl Soft Comput 59:586–595 Alcantud JCR, Mathew TJ (2017) Separable fuzzy soft sets and decision making with positive and negative attributes. Appl Soft Comput 59:586–595
go back to reference Alcantud JCR, Santos-Garcia G (2017) A new criterion for soft set based decision making problems under incomplete information. Int J Comput Intell Syst 10:394–404 Alcantud JCR, Santos-Garcia G (2017) A new criterion for soft set based decision making problems under incomplete information. Int J Comput Intell Syst 10:394–404
go back to reference Alcantud JCR, Rambaud SC, Torrecillas M (2017) Valuation fuzzy soft sets: a flexible fuzzy soft set based decision making procedure for the valuation of assets. Symmetry 9(11):253–272 Alcantud JCR, Rambaud SC, Torrecillas M (2017) Valuation fuzzy soft sets: a flexible fuzzy soft set based decision making procedure for the valuation of assets. Symmetry 9(11):253–272
go back to reference Ali MI, Shabir M, Feng F (2017) Representation of graphs based on neighborhoods and soft sets. Int J Mach Learn Cybern 8:1525–1535 Ali MI, Shabir M, Feng F (2017) Representation of graphs based on neighborhoods and soft sets. Int J Mach Learn Cybern 8:1525–1535
go back to reference Al-Qudah Y, Hassan N (2017) Bipolar fuzzy soft expert set and its application in decision making. Int J Appl Decis Sci 10(2):175–191 Al-Qudah Y, Hassan N (2017) Bipolar fuzzy soft expert set and its application in decision making. Int J Appl Decis Sci 10(2):175–191
go back to reference Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87–96MATH Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87–96MATH
go back to reference Barzilai J, Lootsma FA (1997) Power relations and group aggregation in the multiplicative AHP and SMART. J Multi Criteria Decis Anal 6(3):155–165MATH Barzilai J, Lootsma FA (1997) Power relations and group aggregation in the multiplicative AHP and SMART. J Multi Criteria Decis Anal 6(3):155–165MATH
go back to reference Basu TM, Mahapatra NK, Mondal SK (2012) A balanced solution of a fuzzy soft set based decision making problem in medical science. Appl Soft Comput 12:3260–3275 Basu TM, Mahapatra NK, Mondal SK (2012) A balanced solution of a fuzzy soft set based decision making problem in medical science. Appl Soft Comput 12:3260–3275
go back to reference Basu TM, Mahapatra NK, Mondal SK (2014) Intuitionistic fuzzy soft matrix and its application in decision making problems. Ann Fuzzy Math Inf 7(1):109–131MathSciNetMATH Basu TM, Mahapatra NK, Mondal SK (2014) Intuitionistic fuzzy soft matrix and its application in decision making problems. Ann Fuzzy Math Inf 7(1):109–131MathSciNetMATH
go back to reference Belton V, Gear T (1983) On a short-coming of Saaty’s method of analytic hierarchies. Omega 11:228–230 Belton V, Gear T (1983) On a short-coming of Saaty’s method of analytic hierarchies. Omega 11:228–230
go back to reference Çaǧman N, Enginoǧlü S (2010a) Soft set theory and uni-int decision making. Eur J Oper Res 207:848–855MathSciNet Çaǧman N, Enginoǧlü S (2010a) Soft set theory and uni-int decision making. Eur J Oper Res 207:848–855MathSciNet
go back to reference Çaǧman N, Enginoǧlü S (2010b) Soft matrix theory and its decision making. Comput Math Appl 59(10):3308–3314MathSciNet Çaǧman N, Enginoǧlü S (2010b) Soft matrix theory and its decision making. Comput Math Appl 59(10):3308–3314MathSciNet
go back to reference Çaǧman N, Enginoǧlü S, Çitak F (2011) Fuzzy soft set theory and its applications. Iran J Fuzzy Syst 8(3):137–147MathSciNet Çaǧman N, Enginoǧlü S, Çitak F (2011) Fuzzy soft set theory and its applications. Iran J Fuzzy Syst 8(3):137–147MathSciNet
go back to reference Çaǧman N, Karataş S, Enginoǧlü S (2012) Fuzzy soft matrix theory and its application in decision making. Iran J Fuzzy Syst 9(1):109–119MathSciNet Çaǧman N, Karataş S, Enginoǧlü S (2012) Fuzzy soft matrix theory and its application in decision making. Iran J Fuzzy Syst 9(1):109–119MathSciNet
go back to reference Celik E, Gul M, Aydin N, Gumus AT, Guneri AF (2015) A comprehensive review of multi criteria decision making approaches based on interval type-2 fuzzy sets. Knowl Based Syst 85:329–341 Celik E, Gul M, Aydin N, Gumus AT, Guneri AF (2015) A comprehensive review of multi criteria decision making approaches based on interval type-2 fuzzy sets. Knowl Based Syst 85:329–341
go back to reference Chen D, Tsang ECC, Yeung DS, Wang X (2005) The parameterization reduction of soft sets and its applications. Comput Math Appl 49:757–763MathSciNetMATH Chen D, Tsang ECC, Yeung DS, Wang X (2005) The parameterization reduction of soft sets and its applications. Comput Math Appl 49:757–763MathSciNetMATH
go back to reference Das S, Kar S (2014) Group decision making in medical system: an intuitionistic fuzzy soft set approach. Appl Soft Comput 24:196–211 Das S, Kar S (2014) Group decision making in medical system: an intuitionistic fuzzy soft set approach. Appl Soft Comput 24:196–211
go back to reference Das S, Ghosh S, Kar S, Pal T (2017) An Algorithmic approach for predicting unknown information in incomplete fuzzy soft set. Arab J Sci Eng 42(8):3563–3571MATH Das S, Ghosh S, Kar S, Pal T (2017) An Algorithmic approach for predicting unknown information in incomplete fuzzy soft set. Arab J Sci Eng 42(8):3563–3571MATH
go back to reference Deli I, Karataş S (2016) Interval valued intuitionistic fuzzy parameterized soft set theory and its decision making. J Intell Fuzzy Syst 30(4):2073–2082MATH Deli I, Karataş S (2016) Interval valued intuitionistic fuzzy parameterized soft set theory and its decision making. J Intell Fuzzy Syst 30(4):2073–2082MATH
go back to reference Feng Q, Zheng W (2014) New similarity measures of fuzzy soft sets based on distance measures. Ann Fuzzy Math Inf 7(4):669–686MathSciNetMATH Feng Q, Zheng W (2014) New similarity measures of fuzzy soft sets based on distance measures. Ann Fuzzy Math Inf 7(4):669–686MathSciNetMATH
go back to reference Feng F, Jun YB, Liu X, Li L (2010a) An adjustable approach to fuzzy soft set based decision making. J Comput Appl Math 234:10–20MathSciNetMATH Feng F, Jun YB, Liu X, Li L (2010a) An adjustable approach to fuzzy soft set based decision making. J Comput Appl Math 234:10–20MathSciNetMATH
go back to reference Feng F, Li Y, Leoreanu-Fotea V (2010b) Application of level soft sets in decision making based on interval-valued fuzzy soft sets. Comput Math Appl 60:1756–1767MathSciNetMATH Feng F, Li Y, Leoreanu-Fotea V (2010b) Application of level soft sets in decision making based on interval-valued fuzzy soft sets. Comput Math Appl 60:1756–1767MathSciNetMATH
go back to reference Feng F, Li Y, Çaǧman N (2012) Generalized uni-int decision making schemes based on choice value soft sets. Eur J Oper Res 220:162–170MathSciNetMATH Feng F, Li Y, Çaǧman N (2012) Generalized uni-int decision making schemes based on choice value soft sets. Eur J Oper Res 220:162–170MathSciNetMATH
go back to reference Fishburn PC (1967) Additive utilities with incomplete product set: applications to priorities and assignments. Oper Res 15(3):537–542 Fishburn PC (1967) Additive utilities with incomplete product set: applications to priorities and assignments. Oper Res 15(3):537–542
go back to reference Garg H, Arora R (2018) Generalized and group-based generalized intuitionistic fuzzy soft sets with applications in decision-making. Appl Intell 48(2):343–356 Garg H, Arora R (2018) Generalized and group-based generalized intuitionistic fuzzy soft sets with applications in decision-making. Appl Intell 48(2):343–356
go back to reference Gorzalczany MB (1987) A method of inference in approximate reasoning based on interval-valued fuzzy sets. Fuzzy Sets Syst 21:1–17MathSciNetMATH Gorzalczany MB (1987) A method of inference in approximate reasoning based on interval-valued fuzzy sets. Fuzzy Sets Syst 21:1–17MathSciNetMATH
go back to reference Guan X, Li Y, Feng F (2013) A new order relation on fuzzy soft sets and its application. Soft Comput 17:63–70MATH Guan X, Li Y, Feng F (2013) A new order relation on fuzzy soft sets and its application. Soft Comput 17:63–70MATH
go back to reference Herrera-Viedma E, Cabrerizo FJ, Kacprzyk J, Pedrycz W (2014) A review of soft consensus models in a fuzzy environment. Inf Fusion 17:4–13 Herrera-Viedma E, Cabrerizo FJ, Kacprzyk J, Pedrycz W (2014) A review of soft consensus models in a fuzzy environment. Inf Fusion 17:4–13
go back to reference Hussain ZU, Ali MI, Khan MY (2016) Application of soft sets to determine Hamilton cycles in a graph. Gen Math Notes 32(2):65–79 Hussain ZU, Ali MI, Khan MY (2016) Application of soft sets to determine Hamilton cycles in a graph. Gen Math Notes 32(2):65–79
go back to reference Jiang Y, Tang Y, Chen Q (2011) An adjustable application to intuitonistic fuzzy soft sets based decision making. Appl Math Model 35:824–836MathSciNetMATH Jiang Y, Tang Y, Chen Q (2011) An adjustable application to intuitonistic fuzzy soft sets based decision making. Appl Math Model 35:824–836MathSciNetMATH
go back to reference Kong Z, Gao L, Wang L (2009) Comment on a fuzzy soft set theoretic approach to decision making problems. J Comput Appl Math 223(2):540–542MATH Kong Z, Gao L, Wang L (2009) Comment on a fuzzy soft set theoretic approach to decision making problems. J Comput Appl Math 223(2):540–542MATH
go back to reference Kong Z, Wang L, Wu Z (2011) Application of fuzzy soft set in decision making problems based on grey theory. J Comput Appl Math 236:1521–1530MathSciNet Kong Z, Wang L, Wu Z (2011) Application of fuzzy soft set in decision making problems based on grey theory. J Comput Appl Math 236:1521–1530MathSciNet
go back to reference Kong Z, Zhang G, Wang L, Wu Z, Qi S, Wang H (2014) An efficient decision making approach in incomplete soft set. Appl Math Model 38:2141–2150MathSciNetMATH Kong Z, Zhang G, Wang L, Wu Z, Qi S, Wang H (2014) An efficient decision making approach in incomplete soft set. Appl Math Model 38:2141–2150MathSciNetMATH
go back to reference Maji PK, Roy AR, Biswas R (2002) An application of soft sets in a decision making problem. Comput Math Appl 44:1077–1083MathSciNetMATH Maji PK, Roy AR, Biswas R (2002) An application of soft sets in a decision making problem. Comput Math Appl 44:1077–1083MathSciNetMATH
go back to reference Mao J, Yao D, Wang C (2013) Group decision making methods on intuitionistic fuzzy soft matrices. Appl Math Model 37:6425–6436MathSciNetMATH Mao J, Yao D, Wang C (2013) Group decision making methods on intuitionistic fuzzy soft matrices. Appl Math Model 37:6425–6436MathSciNetMATH
go back to reference Mardani A, Jusoh A, Zavadskas EK (2015) Fuzzy multiple criteria decision-making techniques and applications-two decades review from 1994 to 2014. Expert Syst Appl 42:4126–4148 Mardani A, Jusoh A, Zavadskas EK (2015) Fuzzy multiple criteria decision-making techniques and applications-two decades review from 1994 to 2014. Expert Syst Appl 42:4126–4148
go back to reference Muthukumar P, Sai Sundara Krishnan G (2016) A similarity measure of intuitionistic fuzzy soft sets and its application in medical diagnosis. Appl Soft Comput 41:148–156 Muthukumar P, Sai Sundara Krishnan G (2016) A similarity measure of intuitionistic fuzzy soft sets and its application in medical diagnosis. Appl Soft Comput 41:148–156
go back to reference Pandey A, Kumar A (2017) A note on a novel approach to multi attribute group decision making based on trapezoidal interval type-2 fuzzy soft sets. Appl Math Model 41:691–693MathSciNet Pandey A, Kumar A (2017) A note on a novel approach to multi attribute group decision making based on trapezoidal interval type-2 fuzzy soft sets. Appl Math Model 41:691–693MathSciNet
go back to reference Pawlak A (1965) Rough sets. Int J Comput Inform Sci 11(5):341–356MATH Pawlak A (1965) Rough sets. Int J Comput Inform Sci 11(5):341–356MATH
go back to reference Peng X, Liu C (2017) Algorithms for neutrosophic soft decision making based on EDAS, new similarity measure and level soft set. J Intell Fuzzy Syst 32(1):955–968MATH Peng X, Liu C (2017) Algorithms for neutrosophic soft decision making based on EDAS, new similarity measure and level soft set. J Intell Fuzzy Syst 32(1):955–968MATH
go back to reference Peng X, Yang Y (2017) Algorithms for interval-valued fuzzy soft sets in stochastic multi-criteria decision making based on regret theory and prospect theory with combined weight. Appl Soft Comput 54:415–430 Peng X, Yang Y (2017) Algorithms for interval-valued fuzzy soft sets in stochastic multi-criteria decision making based on regret theory and prospect theory with combined weight. Appl Soft Comput 54:415–430
go back to reference Peng X, Dai J, Yuan H (2017) Interval-valued fuzzy soft decision making methods based on MABAC, similarity measure and EDAS. Fundam Informa 152(4):373–396MathSciNetMATH Peng X, Dai J, Yuan H (2017) Interval-valued fuzzy soft decision making methods based on MABAC, similarity measure and EDAS. Fundam Informa 152(4):373–396MathSciNetMATH
go back to reference Qin H, Ma X, Herawan T, Zain JM (2011) Data filling approach of soft sets under incomplete information. Asian conference on intelligent information and database systems. Springer, pp 302–311 Qin H, Ma X, Herawan T, Zain JM (2011) Data filling approach of soft sets under incomplete information. Asian conference on intelligent information and database systems. Springer, pp 302–311
go back to reference Rajarajeswari P, Dhanalakshmi P (2014) Intuitionistic fuzzy soft matrix theory and its application in medical diagnosis. Ann Fuzzy Math Inform 7(5):765–772MathSciNetMATH Rajarajeswari P, Dhanalakshmi P (2014) Intuitionistic fuzzy soft matrix theory and its application in medical diagnosis. Ann Fuzzy Math Inform 7(5):765–772MathSciNetMATH
go back to reference Rajarajeswari P, Dhanalakshmi P (2015) An application of interval valued intuitionistic fuzzy soft matrix theory in medical diagnosis. Ann Fuzzy Math Inform 9(3):463–472MathSciNet Rajarajeswari P, Dhanalakshmi P (2015) An application of interval valued intuitionistic fuzzy soft matrix theory in medical diagnosis. Ann Fuzzy Math Inform 9(3):463–472MathSciNet
go back to reference Roy AR, Maji PK (2007) A fuzzy soft set theoretic approach to decision making problems. J Comput Appl Math 203:412–418MATH Roy AR, Maji PK (2007) A fuzzy soft set theoretic approach to decision making problems. J Comput Appl Math 203:412–418MATH
go back to reference Saaty TL (1980) The analytic hierarchy process. McGraw Hill, New YorkMATH Saaty TL (1980) The analytic hierarchy process. McGraw Hill, New YorkMATH
go back to reference Saaty TL (2000) Fundamentals of decision making and priority theory with the AHP. RWS Publications, Pittsburg Saaty TL (2000) Fundamentals of decision making and priority theory with the AHP. RWS Publications, Pittsburg
go back to reference Shah T, Medhit S, Farooq G (2015) Intuitionistic fuzzy soft set decision criterion for selecting appropriate block cipher. 3D Res 6:6–32 Shah T, Medhit S, Farooq G (2015) Intuitionistic fuzzy soft set decision criterion for selecting appropriate block cipher. 3D Res 6:6–32
go back to reference Shahzadi S, Akram M (2016) Edge regular intuitionistic fuzzy soft graphs. J Intell Fuzzy Syst 31:1881–1895MATH Shahzadi S, Akram M (2016) Edge regular intuitionistic fuzzy soft graphs. J Intell Fuzzy Syst 31:1881–1895MATH
go back to reference Shahzadi S, Akram M (2017) Intuitionistic fuzzy soft graphs with applications. J Appl Math Comput 55:369–392MathSciNetMATH Shahzadi S, Akram M (2017) Intuitionistic fuzzy soft graphs with applications. J Appl Math Comput 55:369–392MathSciNetMATH
go back to reference Shannon CE, Weaver W (2015) The mathematical theory of communication. University of Illinois press, ChampaignMATH Shannon CE, Weaver W (2015) The mathematical theory of communication. University of Illinois press, ChampaignMATH
go back to reference Sun B, Ma W (2014) Soft fuzzy rough sets and its application in decision making. Artif Intell Rev 41:67–80 Sun B, Ma W (2014) Soft fuzzy rough sets and its application in decision making. Artif Intell Rev 41:67–80
go back to reference Tang H (2015) A novel fuzzy soft set approach in decision making based on grey relational analysis and Dempster–Shafer theory of evidence. Appl Soft Comput 31:317–325 Tang H (2015) A novel fuzzy soft set approach in decision making based on grey relational analysis and Dempster–Shafer theory of evidence. Appl Soft Comput 31:317–325
go back to reference Tao Z, Chen H, Zhou L, Liu J (2015) 2-Tuple linguistic soft set and its application to group decision making. Soft Comput 19:1201–1213MATH Tao Z, Chen H, Zhou L, Liu J (2015) 2-Tuple linguistic soft set and its application to group decision making. Soft Comput 19:1201–1213MATH
go back to reference Thumbakara RK, George B (2014) Soft graphs. Gen Math Notes 21(2):75–86 Thumbakara RK, George B (2014) Soft graphs. Gen Math Notes 21(2):75–86
go back to reference Tripathy BK, Mohanty RK, Sooraj TR (2016) On intuitionistic fuzzy soft set and its application in group decision making. International conference on emerging trends in engineering, technology and science (ICETETS). IEEE, pp 1–5 Tripathy BK, Mohanty RK, Sooraj TR (2016) On intuitionistic fuzzy soft set and its application in group decision making. International conference on emerging trends in engineering, technology and science (ICETETS). IEEE, pp 1–5
go back to reference Xiao Z, Xia S, Gong K, Li D (2012a) The trapezoidal fuzzy soft set and its application in MCDM. Appl Math Model 36:5844–5855MathSciNetMATH Xiao Z, Xia S, Gong K, Li D (2012a) The trapezoidal fuzzy soft set and its application in MCDM. Appl Math Model 36:5844–5855MathSciNetMATH
go back to reference Xiao Z, Yang X, Niu Q, Dong Y, Gong K, Xia S, Pang Y (2012b) A new evaluation method based on D–S generalized fuzzy soft sets and its application in medical diagnosis problem. Appl Math Model 36:4592–4604MATH Xiao Z, Yang X, Niu Q, Dong Y, Gong K, Xia S, Pang Y (2012b) A new evaluation method based on D–S generalized fuzzy soft sets and its application in medical diagnosis problem. Appl Math Model 36:4592–4604MATH
go back to reference Xiao Z, Chen W, Li L (2013) A method based on interval-valued fuzzy soft set for multi-attribute group decision-making problems under uncertain environment. Knowl Inf Syst 34:653–669 Xiao Z, Chen W, Li L (2013) A method based on interval-valued fuzzy soft set for multi-attribute group decision-making problems under uncertain environment. Knowl Inf Syst 34:653–669
go back to reference Xu G, Wan SP, Wang F, Dong JV, Zeng YF (2016) Mathematical programming methods for consistency and consensus in group decision making with intuitionistic fuzzy preference relations. Knowl Based Syst 98:30–43 Xu G, Wan SP, Wang F, Dong JV, Zeng YF (2016) Mathematical programming methods for consistency and consensus in group decision making with intuitionistic fuzzy preference relations. Knowl Based Syst 98:30–43
go back to reference Yang YW, Qian T (2013) Decision-making approach with entropy weight based on intuitionistic fuzzy soft set. Ann Fuzzy Math Inform 6(2):415–424MathSciNetMATH Yang YW, Qian T (2013) Decision-making approach with entropy weight based on intuitionistic fuzzy soft set. Ann Fuzzy Math Inform 6(2):415–424MathSciNetMATH
go back to reference Yang X, Lin TY, Yang J, Li Y, Yu D (2009) Combination of interval-valued fuzzy set and soft set. Comput Math Appl 58(3):521–527MathSciNetMATH Yang X, Lin TY, Yang J, Li Y, Yu D (2009) Combination of interval-valued fuzzy set and soft set. Comput Math Appl 58(3):521–527MathSciNetMATH
go back to reference Yang Y, Tan X, Meng C (2013) The multi-fuzzy soft set and its application in decision making. Appl Math Model 37:4915–4923MathSciNetMATH Yang Y, Tan X, Meng C (2013) The multi-fuzzy soft set and its application in decision making. Appl Math Model 37:4915–4923MathSciNetMATH
go back to reference Zhang WR (1994) Bipolar fuzzy sets and relations: a computational framework for cognitive modeling and multiagent decision analysis. In: Proceedings of IEEE conference, pp 305–309 Zhang WR (1994) Bipolar fuzzy sets and relations: a computational framework for cognitive modeling and multiagent decision analysis. In: Proceedings of IEEE conference, pp 305–309
go back to reference Zhang Z (2012) A rough set approach to intuitionistic fuzzy soft set based decision making. Appl Math Model 36:4605–4633MathSciNetMATH Zhang Z (2012) A rough set approach to intuitionistic fuzzy soft set based decision making. Appl Math Model 36:4605–4633MathSciNetMATH
go back to reference Zhang Z, Zhang S (2013) A novel approach to multi attribute group decision making based on trapezoidal interval type-2 fuzzy soft sets. Appl Math Model 37:4948–4971MathSciNetMATH Zhang Z, Zhang S (2013) A novel approach to multi attribute group decision making based on trapezoidal interval type-2 fuzzy soft sets. Appl Math Model 37:4948–4971MathSciNetMATH
go back to reference Zhang Z, Wang C, Tian D, Li K (2014) A novel approach to interval-valued intuitionistic fuzzy soft set based decision making. Appl Math Model 38:1255–1270MathSciNetMATH Zhang Z, Wang C, Tian D, Li K (2014) A novel approach to interval-valued intuitionistic fuzzy soft set based decision making. Appl Math Model 38:1255–1270MathSciNetMATH
go back to reference Zou Y, Xiao Z (2008) Data analysis approaches of soft sets under incomplete information. Knowl Based Syst 21(8):941–945 Zou Y, Xiao Z (2008) Data analysis approaches of soft sets under incomplete information. Knowl Based Syst 21(8):941–945
Metadata
Title
Multi-attribute decision-making based on soft set theory: a systematic review
Authors
Azadeh Zahedi Khameneh
Adem Kılıçman
Publication date
19-06-2018
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 16/2019
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-018-3330-7

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