Abstract
This study aims to introduce a series of novel distance measures of an intuitionistic fuzzy set and an extended Multi-attributive Border Approximation Area Comparison method to address multi-criteria group decision-making problems. To aggregate the intuitionistic fuzzy information, we propose two aggregation operators, namely, the intuitionistic fuzzy Dombi generalised \( \lambda \)-Shapley Choquet arithmetical average operator and intuitionistic fuzzy Dombi generalised \( \lambda \)-Shapley Choquet geometric average operator. These aggregation operators consider the importance of combinations and correlations among combinations of input arguments. Furthermore, an illustrative example of a human resource management problem is presented to verify the effectiveness of the proposed method, and sensitivity and comparison analyses are conducted to demonstrate the technique’s stability and advancements. Finally, conclusions are drawn.
Similar content being viewed by others
References
Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87–96
Bojanic D, Kovač M, Bojanic M, Ristic V (2018) Multi-criteria decision-making in a defensive operation of the guided anti-tank missile battery: An example of the hybrid model fuzzy AHP-MABAC. Decis Making Appl Manag Eng 1:51–66
Bonferroni C (1950) Sulle medie multiple di potenze. Bolletino dell Unione Matematica Italiana 5:267–270
Božanić D, Tešić D, Milićević J (2018) A hybrid fuzzy AHP-MABAC model: application in the Serbian army—the selection of the location for deep wading as a technique of crossing the river by tanks. Decis Making Appl Manag Eng 1:143–164
Chaudhuri BB, Rosenfeld A (1999) A modified Hausdorff distance between fuzzy sets. Inf Sci 118:159–171
Chen SM, Cheng SH, Lan TC (2016) Multicriteria decision making based on the TOPSIS method and similarity measures between intuitionistic fuzzy values. Inf Sci 367–368:279–295
Chen S, Wang J, Wang T (2019) Cloud-based ERP system selection based on extended probabilistic linguistic MULTIMOORA method and Choquet integral operator. Comput Appl Math 38(2):88
Deli I (2015) Interval-valued neutrosophic soft sets and its decision making. International Journal of Machine Learning and Cybernetics 8:665–676
Deli I, Çağman N (2015a) Fuzzy soft games. Filomat 29:1901–1917
Deli I, Çağman N (2015b) Intuitionistic fuzzy parameterized soft set theory and its decision making. Appl Soft Comput 28:109–113
Deli I, Çağman N (2016) Probabilistic equilibrium solution of soft games. J Intell Fuzzy Syst 30:2237–2244
Deng J (1989) Introduction to grey system theory. J Grey Syst 1:1–24
Dombi J (1982) A general class of fuzzy operators, the demorgan class of fuzzy operators and fuzziness measures induced by fuzzy operators. Fuzzy Sets Syst 8:149–163
Dombi J, Győrbíró N (2006) Addition of sigmoid-shaped fuzzy intervals using the Dombi operator and infinite sum theorems. Fuzzy Sets Syst 157:952–963
Pamučar D, Ćirović G (2015) The selection of transport and handling resources in logistics centers using Multi-Attributive Border Approximation area Comparison (MABAC). Expert Syst Appl 42:3016–3028
Eulalia Szmidt JK (2000) Distances between intuitionistic fuzzy sets. Fuzzy Sets Syst 114:505–518
Grabisch M (1995) Fuzzy integral in multicriteria decision making. Fuzzy Sets Syst 69:279–298
He X (2017) Typhoon disaster assessment based on Dombi hesitant fuzzy information aggregation operators. Nat Hazards 90:1153–1175
Ji P, Zhang H, Wang J (2018) A fuzzy decision support model with sentiment analysis for items comparison in e-commerce: the case study of PConline. IEEE Trans Syst Man Cybernet Syst. https://doi.org/10.1109/TSMC20182875163
Jia F, Liu Y, Wang X (2019) An extended MABAC method for multi-criteria group decision making based on intuitionistic fuzzy rough numbers. Expert Syst Appl 127:241–255
Li S, Zhang Q (2008) The measure of interaction among players in games with fuzzy coalitions. Fuzzy Set and Systems 159:119–137
Li YY, Wang JQ, Wang TL (2018) A linguistic neutrosophic multi-criteria group decision-making approach with EDAS method. Arab J Sci Eng 44:2737–2749
Liu P (2017) Multiple attribute group decision making method based on interval-valued intuitionistic fuzzy power Heronian aggregation operators. Comput Ind Eng 108:199–212
Liu P, Liu J, Chen S (2017) Some intuitionistic fuzzy Dombi Bonferroni mean operators and their application to multi-attribute group decision making. J Oper Res Soc 69:1–26
Liu HC, You JX, Duan CY (2019) An integrated approach for failure mode and effect analysis under interval-valued intuitionistic fuzzy environment. Int J Prod Econ 207:163–172
Lourenzutti R, Krohling RA, Reformat MZ (2017) Choquet based TOPSIS and TODIM for dynamic and heterogeneous decision making with criteria interaction. Inf Sci 408:41–69
Marichal JL (2000) The inuence of variables on pseudo-Boolean functions with applications to game theory and multicriteria decision making. Discrete Appl Math 107:139–164
Meng F, Zhang Q, Cheng H (2013) Approaches to multiple-criteria group decision making based on interval-valued intuitionistic fuzzy Choquet integral with respect to the generalized λ-Shapley index. Knowl Based Syst 37:237–249
Meng F, Chen X, Zhang Q (2015) Induced generalized hesitant fuzzy Shapley hybrid operators and their application in multi-attribute decision making. Appl Soft Comput 28:599–607
Merigó JM, Casanovas M (2011) Induced aggregation operators in the Euclidean distance and its application in financial decision making. Expert Syst Appl 38:7603–7608
Nie RX, Wang JQ, Wang TL (2019a) A three-cycle decision-making selection mechanism with intuitionistic trapezoidal fuzzy preference relations. J Intell Fuzzy Syst. https://doi.org/10.3233/JIFS-181306
Nie R, Tian Z, Wang JQ, Hu JH (2019b) Pythagorean fuzzy multiple criteria decision analysis based on Shapley fuzzy measures and partitioned normalized weighted Bonferroni mean operator. Int J Intell Syst 34:297–324
Pamucar D, Chatterjee K, Zavadskas EK (2019) Assessment of third-party logistics provider using multi-criteria decision-making approach based on interval rough numbers. Comput Ind Eng 127:383–407
Pamučar D, Petrović I, Ćirović G (2017) Modification of the Best-Worst and MABAC methods: A novel approach based on interval-valued fuzzy-rough numbers. Expert Syst Appl 91:89–106
Pamučar D, Stević Ž, Zavadskas EK (2018) Integration of interval rough AHP and interval rough MABAC methods for evaluating university web pages. Appl Soft Comput 67:141–163
Pawlak Z (1982) Rough sets. Int J Comput Inform Sci 11:341–356
Peng XD, Dai JG (2018) Approaches to single-valued neutrosophic MADM based on MABAC, TOPSIS and new similarity measure with score function. Neural Comput Appl 29:939–954
Grzegorzewski P (2004) Distances between intuitionistic fuzzy sets and/or interval-valued fuzzy sets based on the Hausdorff metric. Fuzzy Sets Syst 148:319–328
Shapley LS (1953) A value for n-person games. Princeton University Press, Princeton
Shi H, Liu HC, Li P, Xu XG (2017) An integrated decision making approach for assessing healthcare waste treatment technologies from a multiple stakeholder. Waste Manage 59:508–517
Smarandache F (1999) A unifying field in logics: neutrosophic logic neutrosophy, neutrosophic set, neutrosophic probability. American Research Press, Rehoboth, pp 1–141
Sremac S, Stević Ž, Pamučar D, Arsić M, Matić B (2018) Evaluation of a Third-Party Logistics (3PL) provider using a rough SWARA–WASPAS model based on a new rough Dombi aggregator. Symmetry 10:305
Sugeno M (1974) Theory of fuzzy integrals and its applications. Doctoral Thesis, Tokyo Institute of Technology
Sun RX, Hu JH, Zhou JD, Chen XH (2017) A hesitant fuzzy linguistic projection-based MABAC method for patients’ prioritization. Int J Fuzzy Syst 20:2144–2160
Tan C, Chen X (2010) Intuitionistic fuzzy Choquet integral operator for multi-criteria decision making. Expert Syst Appl 37:149–157
Vesković S, Stević Ž, Stojić G, Vasiljević M, Milinković S (2018) Evaluation of the railway management model by using a new integrated model DELPHI-SWARA-MABAC. Decis Making Appl Manag Eng 1:34–50
Wang L, Peng JJ, Wang JQ (2018a) A multi-criteria decision-making framework for risk ranking of energy performance contracting project under picture fuzzy environment. J Clean Prod 191:105–118
Wang X, Wang J, Zhang H (2018b) Distance-based multicriteria group decision-making approach with probabilistic linguistic term sets. Expert Syst 36(2):e12352
Xia M, Xu Z, Zhu B (2012) Some issues on intuitionistic fuzzy aggregation operators based on Archimedean t-conorm and t-norm. Knowl Based Syst 31:78–88
Xu Z (2010) Choquet integrals of weighted intuitionistic fuzzy information. Inf Sci 180:726–736
Xu Z, Yager RR (2006) Some geometric aggregation operators based on intuitionistic fuzzy sets. Int J Gen Syst 35:417–433
Yang H, Zhang C, Guo Z, Liu Y, Liao X (2016) A hybrid model of single valued neutrosophic sets and rough sets: Single valued neutrosophic rough set model. Soft Comput 21:6253–6267
Yu D (2013) Intuitionistic fuzzy geometric Heronian mean aggregation operators. Appl Soft Comput 13:1235–1246
Yu D, Wu Y, Lu T (2012) Interval-valued intuitionistic fuzzy prioritized operators and their application in group decision making. Knowl Based Syst 30:57–66
Yu SM, Wang J, Wang JQ (2017) An interval type-2 fuzzy likelihood-based MABAC approach and its application in selecting hotels on a tourism website. Int J Fuzzy Syst 19:47–61
Zadeh LA (1965) Fuzzy sets. Inf Control 8:338–353
Zeng S, Su W (2011) Intuitionistic fuzzy ordered weighted distance operator. Knowl Based Syst 24:1224–1232
Zhang Z (2016) Geometric Bonferroni means of interval-valued intuitionistic fuzzy numbers and their application to multiple attribute group decision making. Neural Comput Appl 29:1139–1154
Zhang H, Zhang R, Huang H, Wang J (2018) Some picture fuzzy Dombi Heronian mean operators with their application to multi-attribute decision-making. Symmetry 10:593
Acknowledgements
The authors would like to thank the editors and anonymous reviewers for their immense help in this study. This work was supported by a Key Project of Hunan Social Science Achievement Evaluation Committee (XSP18ZDI021).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that no conflict of interest exists regarding the publication of this paper.
Additional information
Communicated by Marcos Eduardo Valle.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Liang, Rx., He, Ss., Wang, Jq. et al. An extended MABAC method for multi-criteria group decision-making problems based on correlative inputs of intuitionistic fuzzy information. Comp. Appl. Math. 38, 112 (2019). https://doi.org/10.1007/s40314-019-0886-5
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s40314-019-0886-5
Keywords
- Multi-criteria group decision-making
- Intuitionistic fuzzy set
- Dombi operations
- Generalised Shapley index
- Extended MABAC