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Erschienen in: Artificial Intelligence Review 8/2020

19.05.2020

Novel classes of coverings based multigranulation fuzzy rough sets and corresponding applications to multiple attribute group decision-making

verfasst von: Xueling Ma, Jianming Zhan, Bingzhen Sun, José Carlos R. Alcantud

Erschienen in: Artificial Intelligence Review | Ausgabe 8/2020

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Abstract

The notion of covering based multigranulation fuzzy rough set (CMGFRS) models is a generalization of both granular computing and covering based fuzzy rough sets. Therefore it has become a powerful tool for coping with vague and multigranular information in cognition. In this paper we introduce three kinds of CMGFRS models by means of fuzzy β-neighborhoods and fuzzy complementary β-neighborhoods, and we investigate their axiomatic properties. We investigate three respective types of coverings based CMGFRS models, namely, optimistic, pessimistic and variable precision setups. In particular, by using multigranulation fuzzy measure degrees and multigranulation fuzzy complementary measure degrees, we derive three types of coverings based γ-optimistic (γ-pessimistic) CMGFRSs and E (F, G)-optimistic and E (F, G)-pessimistic CMGFRSs, respectively. We discuss the interrelationships among these three types of CMGFRS models and covering based Zhan-CMGFRS models. In view of the theoretical analysis for these three types of CMGFRS models, we put forward a novel methodology to multiple attribute group decision-making problem with evaluation of fuzzy information. An effective example is fully developed, hence concluding the applicability of the proposed methodology.

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Fußnoten
1
From the point of view of group decision-making, this accuracy parameter in the model of 1-CMGFRS can account for the consistency consensus threshold among the group of decision-makers.
 
Literatur
Zurück zum Zitat Abu-Donia GM (2012) Multi knowledge based rough approximations and applications. Knowl Based Syst 26(1):20–29 Abu-Donia GM (2012) Multi knowledge based rough approximations and applications. Knowl Based Syst 26(1):20–29
Zurück zum Zitat Alcantud JCR, Calle RDA (2017) The problem of collective identity in a fuzzy environment. Fuzzy Sets Syst 315:57–75MathSciNetMATH Alcantud JCR, Calle RDA (2017) The problem of collective identity in a fuzzy environment. Fuzzy Sets Syst 315:57–75MathSciNetMATH
Zurück zum Zitat Alcantud JCR, Díaz S (2017) Rational fuzzy and sequential fuzzy choice. Fuzzy Sets Syst 315:76–98MathSciNetMATH Alcantud JCR, Díaz S (2017) Rational fuzzy and sequential fuzzy choice. Fuzzy Sets Syst 315:76–98MathSciNetMATH
Zurück zum Zitat Bargiela A, Pedrycz W (2005) Granular mappings. IEEE Trans Syst Man Cycle Part A 35(2):292–297MATH Bargiela A, Pedrycz W (2005) Granular mappings. IEEE Trans Syst Man Cycle Part A 35(2):292–297MATH
Zurück zum Zitat Bonikowski Z, Bryniarski E, Wybraniec-Skardowska U (1998) Extensions and intentions in rough set theory. Inform Sci 107:149–167MathSciNetMATH Bonikowski Z, Bryniarski E, Wybraniec-Skardowska U (1998) Extensions and intentions in rough set theory. Inform Sci 107:149–167MathSciNetMATH
Zurück zum Zitat Cabrerizo FJ, Herrera-Viedma E, Pedrycz W (2013) A method based on PSO and granular computing of linguistic information to solve group decision making problems defined in heterogeneous contexts. Eur J Oper Res 230:624–633MathSciNetMATH Cabrerizo FJ, Herrera-Viedma E, Pedrycz W (2013) A method based on PSO and granular computing of linguistic information to solve group decision making problems defined in heterogeneous contexts. Eur J Oper Res 230:624–633MathSciNetMATH
Zurück zum Zitat Chen D, Li W, Zhang X, Kwong S (2014) Evidence-theory-based numerical algorithms of attribute reduction with neighborhood-covering rough sets. Int J Approx Reason 55:908–923MathSciNetMATH Chen D, Li W, Zhang X, Kwong S (2014) Evidence-theory-based numerical algorithms of attribute reduction with neighborhood-covering rough sets. Int J Approx Reason 55:908–923MathSciNetMATH
Zurück zum Zitat Chen Y, Kilgour D, Hipel K (2012) A decision rule aggregation approach to multiple criteria-multiple participant sorting. Group Decis Negot 21:727–745 Chen Y, Kilgour D, Hipel K (2012) A decision rule aggregation approach to multiple criteria-multiple participant sorting. Group Decis Negot 21:727–745
Zurück zum Zitat Dai JH, Hu H, Wu WZ, Qian YH, Huang DB (2018) Maximal discernibility pairs based approach to attribute reduction in fuzzy rough sets. IEEE Tran Fuzzy Syst 26:2174–2187 Dai JH, Hu H, Wu WZ, Qian YH, Huang DB (2018) Maximal discernibility pairs based approach to attribute reduction in fuzzy rough sets. IEEE Tran Fuzzy Syst 26:2174–2187
Zurück zum Zitat Dai JH, Wei BJ, Zhang XH, Zhang QH (2017) Uncertainty measurement for incomplete interval-valued information systems based on \(\alpha\)-weak similarity. Knowl Based Syst 136:159–171 Dai JH, Wei BJ, Zhang XH, Zhang QH (2017) Uncertainty measurement for incomplete interval-valued information systems based on \(\alpha\)-weak similarity. Knowl Based Syst 136:159–171
Zurück zum Zitat D’eer L, Cornelis C, Godo L (2017) Fuzzy neighborhood operators based on fuzzy coverings. Fuzzy Sets Syst 312:17–35MathSciNetMATH D’eer L, Cornelis C, Godo L (2017) Fuzzy neighborhood operators based on fuzzy coverings. Fuzzy Sets Syst 312:17–35MathSciNetMATH
Zurück zum Zitat D’eer L, Restrepo M, Cornelis C, Gómez J (2016) Neighborhood operators for covering-based rough sets. Inform Sci 336:21–44MATH D’eer L, Restrepo M, Cornelis C, Gómez J (2016) Neighborhood operators for covering-based rough sets. Inform Sci 336:21–44MATH
Zurück zum Zitat Deng T, Chen Y, Xu W, Dai Q (2007) A novel approach to fuzzy rough sets based on a fuzzy covering. Inform Sci 177:2308–2326MathSciNetMATH Deng T, Chen Y, Xu W, Dai Q (2007) A novel approach to fuzzy rough sets based on a fuzzy covering. Inform Sci 177:2308–2326MathSciNetMATH
Zurück zum Zitat Dubois D, Prade H (1990) Rough fuzzy sets and fuzzy rough sets. Int J Gen Syst 17:191–209MATH Dubois D, Prade H (1990) Rough fuzzy sets and fuzzy rough sets. Int J Gen Syst 17:191–209MATH
Zurück zum Zitat Greco S, Matarazzo B, Slowinski R (2001) Rough set theory for multicritera decision analysis. Eur J Oper Res 129:11–47MATH Greco S, Matarazzo B, Slowinski R (2001) Rough set theory for multicritera decision analysis. Eur J Oper Res 129:11–47MATH
Zurück zum Zitat Hong D, Choi C (2000) Multicriteria fuzzy decision-making problems based on vague set theory. Fuzzy Sets Syst 114:103–113MATH Hong D, Choi C (2000) Multicriteria fuzzy decision-making problems based on vague set theory. Fuzzy Sets Syst 114:103–113MATH
Zurück zum Zitat Huang B, Guo C, Zhang Y, Li H, Zhou X (2014) Intuitioistic fuzzy multigranulation rough sets. Inform Sci 277:299–320MathSciNetMATH Huang B, Guo C, Zhang Y, Li H, Zhou X (2014) Intuitioistic fuzzy multigranulation rough sets. Inform Sci 277:299–320MathSciNetMATH
Zurück zum Zitat Hwang CL, Yoon K (1981) Multiple attribute decision making methods and applications. Springer, BerlinMATH Hwang CL, Yoon K (1981) Multiple attribute decision making methods and applications. Springer, BerlinMATH
Zurück zum Zitat Hwang C, Lin M (1987) Group decision making under multiple criteria. Lecture notes in economics mathematical system. Springer, BerlinMATH Hwang C, Lin M (1987) Group decision making under multiple criteria. Lecture notes in economics mathematical system. Springer, BerlinMATH
Zurück zum Zitat Jensen R, Shen Q (2007) Fuzzy-rough sets assisted attribute selection. IEEE Trans Fuzzy Syst 15(1):73–89 Jensen R, Shen Q (2007) Fuzzy-rough sets assisted attribute selection. IEEE Trans Fuzzy Syst 15(1):73–89
Zurück zum Zitat Li TJ, Leung Y, Zhang WX (2008) Generalized fuzzy rough approximation operators based on fuzzy covering. Int J Approx Reason 48:836–856MathSciNetMATH Li TJ, Leung Y, Zhang WX (2008) Generalized fuzzy rough approximation operators based on fuzzy covering. Int J Approx Reason 48:836–856MathSciNetMATH
Zurück zum Zitat Liang JY, Qian YH (2006) Axiomatic approach of knowledge granulation in information systems. LNAI 4304:1074–1078MathSciNet Liang JY, Qian YH (2006) Axiomatic approach of knowledge granulation in information systems. LNAI 4304:1074–1078MathSciNet
Zurück zum Zitat Liang JY, Wang F, Dang CY, Qian YH (2012) An efficient rough feature selection algorithm with a multi-granulation view. Int J Approx Reason 53(7):1080–1093MathSciNet Liang JY, Wang F, Dang CY, Qian YH (2012) An efficient rough feature selection algorithm with a multi-granulation view. Int J Approx Reason 53(7):1080–1093MathSciNet
Zurück zum Zitat Lin GP, Liang JY, Qian YH (2013) Multigranulation rough sets: from partition to covering. Inform Sci 241:101–118MathSciNetMATH Lin GP, Liang JY, Qian YH (2013) Multigranulation rough sets: from partition to covering. Inform Sci 241:101–118MathSciNetMATH
Zurück zum Zitat Lin GP, Qian YH, Li TJ (2012) NMGS: neighborhood-based multigranulation rough sets. Int J Approx Reason 53(7):1080–1093MATH Lin GP, Qian YH, Li TJ (2012) NMGS: neighborhood-based multigranulation rough sets. Int J Approx Reason 53(7):1080–1093MATH
Zurück zum Zitat Liu CH, Miao DQ, Qian J (2014) On multi-granulation covering rough sets. Int J Approx Reason 55(6):1404–1418MathSciNetMATH Liu CH, Miao DQ, Qian J (2014) On multi-granulation covering rough sets. Int J Approx Reason 55(6):1404–1418MathSciNetMATH
Zurück zum Zitat Liu GL, Sai Y (2009) A comparison of two types of rough sets induced by coverings. Int J Approx Reason 50:521–528MathSciNetMATH Liu GL, Sai Y (2009) A comparison of two types of rough sets induced by coverings. Int J Approx Reason 50:521–528MathSciNetMATH
Zurück zum Zitat Liu CH, Pedrycz W (2016) Covering-based multi-granulation fuzzy rough sets. J Intell Fuzzy Syst 30:303–318MATH Liu CH, Pedrycz W (2016) Covering-based multi-granulation fuzzy rough sets. J Intell Fuzzy Syst 30:303–318MATH
Zurück zum Zitat Liu H, Gegov A, Cocea M (2016) Rule-based systems: a granular computing perspective. Granul Comput 1:259–274 Liu H, Gegov A, Cocea M (2016) Rule-based systems: a granular computing perspective. Granul Comput 1:259–274
Zurück zum Zitat Ma L (2012) On some types of neighborhood-related covering rough sets. Int J Approx Reason 53:901–911MathSciNetMATH Ma L (2012) On some types of neighborhood-related covering rough sets. Int J Approx Reason 53:901–911MathSciNetMATH
Zurück zum Zitat Ma L (2015) Some twin approximation operators on covering approximation spaces. Int J Approx Reason 56:59–70MathSciNetMATH Ma L (2015) Some twin approximation operators on covering approximation spaces. Int J Approx Reason 56:59–70MathSciNetMATH
Zurück zum Zitat Ma L (2016) Two fuzzy coverings rough set models and their generalizations over fuzzy lattices. Fuzzy Sets Syst 294:1–17MathSciNetMATH Ma L (2016) Two fuzzy coverings rough set models and their generalizations over fuzzy lattices. Fuzzy Sets Syst 294:1–17MathSciNetMATH
Zurück zum Zitat 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(8):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(8):4126–4148
Zurück zum Zitat Pawlak Z (1982) Rough sets. Int J Comput Inform Sci 11(5):341–356MATH Pawlak Z (1982) Rough sets. Int J Comput Inform Sci 11(5):341–356MATH
Zurück zum Zitat Pedrycz W (2002) Relational and directional aspects in the construction of information granules. IEEE Trans Syst Man Cycle Part A 32(5):605–614 Pedrycz W (2002) Relational and directional aspects in the construction of information granules. IEEE Trans Syst Man Cycle Part A 32(5):605–614
Zurück zum Zitat Pedrycz W (2013) Granular computing analysis and design of intelligent systems. CRC Press, Boca Raton Pedrycz W (2013) Granular computing analysis and design of intelligent systems. CRC Press, Boca Raton
Zurück zum Zitat Pedrycz W, Skowron A, Kreinovich V (eds) (2008) Handbook of granular computing. Wiley, New York Pedrycz W, Skowron A, Kreinovich V (eds) (2008) Handbook of granular computing. Wiley, New York
Zurück zum Zitat Pomykala JA (1987) Approximation operations in approximation spaces. Bull Pol Acad Sci Math 35:653–662MathSciNetMATH Pomykala JA (1987) Approximation operations in approximation spaces. Bull Pol Acad Sci Math 35:653–662MathSciNetMATH
Zurück zum Zitat Qian YH, Liang J, Dang C (2010a) Incomplete multigranulation rough sets. IEEE Trans Syst Man Cybern 20:420–431 Qian YH, Liang J, Dang C (2010a) Incomplete multigranulation rough sets. IEEE Trans Syst Man Cybern 20:420–431
Zurück zum Zitat Qian YH, Liang J, Yao YY, Dang C (2010b) MGRS: a multi-granulation rough set. Inform Sci 180:949–970MathSciNetMATH Qian YH, Liang J, Yao YY, Dang C (2010b) MGRS: a multi-granulation rough set. Inform Sci 180:949–970MathSciNetMATH
Zurück zum Zitat Qian YH, Li S, Liang J, Shi Z, Wang F (2014a) Pessimistic rough set based decision: a multigranulation fusion strategy. Inform Sci 264:196–210MathSciNetMATH Qian YH, Li S, Liang J, Shi Z, Wang F (2014a) Pessimistic rough set based decision: a multigranulation fusion strategy. Inform Sci 264:196–210MathSciNetMATH
Zurück zum Zitat Qian YH, Zhang H, Sang Y, Liang J (2014b) Multigranulation decision-theoretical rough sets. Int J Approx Reason 55:225–237MATH Qian YH, Zhang H, Sang Y, Liang J (2014b) Multigranulation decision-theoretical rough sets. Int J Approx Reason 55:225–237MATH
Zurück zum Zitat Radzikowska A, Kerre E (2002) A comparative study of fuzzy rough sets. Fuzzy Sets Syst 126:137–155MathSciNetMATH Radzikowska A, Kerre E (2002) A comparative study of fuzzy rough sets. Fuzzy Sets Syst 126:137–155MathSciNetMATH
Zurück zum Zitat She Y, He X (2012) On the structure of the mulitigranulation rough set model. Knowl Based Syst 36:81–92 She Y, He X (2012) On the structure of the mulitigranulation rough set model. Knowl Based Syst 36:81–92
Zurück zum Zitat Sun BZ, Ma W (2015) Multigranulation rough set theory over two universes. J Intell Fuzzy Syst 28:1251–1269MathSciNetMATH Sun BZ, Ma W (2015) Multigranulation rough set theory over two universes. J Intell Fuzzy Syst 28:1251–1269MathSciNetMATH
Zurück zum Zitat Sun BZ, Ma W (2016) An approach to evaluation of emergency plans for unconventional emergency events based on soft fuzzy rough set. Kybernetes 45(3):1–26MathSciNet Sun BZ, Ma W (2016) An approach to evaluation of emergency plans for unconventional emergency events based on soft fuzzy rough set. Kybernetes 45(3):1–26MathSciNet
Zurück zum Zitat Sun BZ, Ma W (2015) An approach to consensus measurement of linguistic preference relations in multi-attribute group decision making and application. Omega 51:83–92 Sun BZ, Ma W (2015) An approach to consensus measurement of linguistic preference relations in multi-attribute group decision making and application. Omega 51:83–92
Zurück zum Zitat Sun BZ, Ma W (2017) Fuzzzy rough set over multi-universes and its application in decision making. J Intell Fuzzy Syst 32:1719–1734MATH Sun BZ, Ma W (2017) Fuzzzy rough set over multi-universes and its application in decision making. J Intell Fuzzy Syst 32:1719–1734MATH
Zurück zum Zitat Sun BZ, Ma W, Qian YH (2017a) Multigranulation fuzzy rough set over two universes and its application to decision making. Knowl Based Syst 123:61–74 Sun BZ, Ma W, Qian YH (2017a) Multigranulation fuzzy rough set over two universes and its application to decision making. Knowl Based Syst 123:61–74
Zurück zum Zitat Sun BZ, Ma W, Xiao X (2017b) Three-way group decision making based on multigranulation fuzzy decision-theoretic rough set over two universes. Int J Approx Reason 81:87–102MathSciNetMATH Sun BZ, Ma W, Xiao X (2017b) Three-way group decision making based on multigranulation fuzzy decision-theoretic rough set over two universes. Int J Approx Reason 81:87–102MathSciNetMATH
Zurück zum Zitat Tao Z, Han B, Chen H (2018) On intuitionistic fuzzy copula aggregation operators in multiple-attribute decision making. Cogn Comput 10:610–624 Tao Z, Han B, Chen H (2018) On intuitionistic fuzzy copula aggregation operators in multiple-attribute decision making. Cogn Comput 10:610–624
Zurück zum Zitat Tsang ECC, Chen D, Yeung DS (2008) Approximations and reducts with covering generalized rough sets. Comput Appl Math 56:279–289MathSciNetMATH Tsang ECC, Chen D, Yeung DS (2008) Approximations and reducts with covering generalized rough sets. Comput Appl Math 56:279–289MathSciNetMATH
Zurück zum Zitat Wang GY, Yang J, Xu J (2017) Granular computing: from granularity optimization to multi-granularity joint problem solving. Granul Comput 2(3):105–120 Wang GY, Yang J, Xu J (2017) Granular computing: from granularity optimization to multi-granularity joint problem solving. Granul Comput 2(3):105–120
Zurück zum Zitat Wu WZ, Zhang WX (2004) Neighborhood operator systems and approximation operators. Inform Sci 159:233–254MathSciNet Wu WZ, Zhang WX (2004) Neighborhood operator systems and approximation operators. Inform Sci 159:233–254MathSciNet
Zurück zum Zitat Xu WH, Leung Y (1998) Theory and applications of granular labed partitions in multi-scale decision tables. Inform Sci 112:67–84 Xu WH, Leung Y (1998) Theory and applications of granular labed partitions in multi-scale decision tables. Inform Sci 112:67–84
Zurück zum Zitat Xu WH, Sun W, Zhang X (2012) Multiple granulation rough set approach to ordered information systems. Int J Gen Syst 41:475–501MathSciNetMATH Xu WH, Sun W, Zhang X (2012) Multiple granulation rough set approach to ordered information systems. Int J Gen Syst 41:475–501MathSciNetMATH
Zurück zum Zitat Xu WH, Wang Q, Luo S (2014) Multi-granulation fuzzy rough sets. J Intell Fuzzy Syst 26(3):1323–1340MathSciNetMATH Xu WH, Wang Q, Luo S (2014) Multi-granulation fuzzy rough sets. J Intell Fuzzy Syst 26(3):1323–1340MathSciNetMATH
Zurück zum Zitat Xu WH, Wang Q, Zhang X (2013) Multi-granulation rough sets based on tolerance relations. Soft Comput 17:1241–1252MATH Xu WH, Wang Q, Zhang X (2013) Multi-granulation rough sets based on tolerance relations. Soft Comput 17:1241–1252MATH
Zurück zum Zitat Xu WH, Wang Q, Zhang X (2011) Multi-granulation fuzzy rough sets in a fuzzy tolerance approximation space. Int J Fuzzy Syst 13:246–259MathSciNet Xu WH, Wang Q, Zhang X (2011) Multi-granulation fuzzy rough sets in a fuzzy tolerance approximation space. Int J Fuzzy Syst 13:246–259MathSciNet
Zurück zum Zitat Xu WH, Zhang WX (2007) Measuring roughness of generalized rough sets induced a covering. Fuzzy Sets Syst 158:2443–2455MathSciNetMATH Xu WH, Zhang WX (2007) Measuring roughness of generalized rough sets induced a covering. Fuzzy Sets Syst 158:2443–2455MathSciNetMATH
Zurück zum Zitat Yager RR (1998) On ordered weighted averaging aggregation operators in multicriteria decisionmaking. IEEE Trans Syst Man Cybern 18:183–190MathSciNetMATH Yager RR (1998) On ordered weighted averaging aggregation operators in multicriteria decisionmaking. IEEE Trans Syst Man Cybern 18:183–190MathSciNetMATH
Zurück zum Zitat Yang B, Hu BQ (2016) A fuzzy covering-based rough set model and its generalization over fuzzy lattice. Inform Sci 367–368:463–486MATH Yang B, Hu BQ (2016) A fuzzy covering-based rough set model and its generalization over fuzzy lattice. Inform Sci 367–368:463–486MATH
Zurück zum Zitat Yang B, Hu BQ (2017) On some types of fuzzy covering-based on rough sets. Fuzzy Sets Syst 312:36–65MathSciNetMATH Yang B, Hu BQ (2017) On some types of fuzzy covering-based on rough sets. Fuzzy Sets Syst 312:36–65MathSciNetMATH
Zurück zum Zitat Yang XB, Qian YH, Yang J (2012a) Hierarchical atructures on multigranulation spaces. J Comput Sci Technol 27(6):1169–1183MATH Yang XB, Qian YH, Yang J (2012a) Hierarchical atructures on multigranulation spaces. J Comput Sci Technol 27(6):1169–1183MATH
Zurück zum Zitat Yang XB, Song X, Chen Z, Yang J (2012b) On multigranulation rough sets in incomplete information system. Int J Mach Learn Cybern 3:223–232 Yang XB, Song X, Chen Z, Yang J (2012b) On multigranulation rough sets in incomplete information system. Int J Mach Learn Cybern 3:223–232
Zurück zum Zitat Yang XB, Song X, She Y, Yang J (2013) Hierarchy on multigranulation structures: a knowledge distance approach. Int J Gen Syst 42:754–773MathSciNetMATH Yang XB, Song X, She Y, Yang J (2013) Hierarchy on multigranulation structures: a knowledge distance approach. Int J Gen Syst 42:754–773MathSciNetMATH
Zurück zum Zitat Yao YY (2005) Perspectives of granular computing. Proc IEEE Int Conf Granul Comput 1(2005):85–90 Yao YY (2005) Perspectives of granular computing. Proc IEEE Int Conf Granul Comput 1(2005):85–90
Zurück zum Zitat Yao YY (1998) Relational interpretations of neighborhood operators and rough set approximation operators. Inform Sci 111:239–259MathSciNetMATH Yao YY (1998) Relational interpretations of neighborhood operators and rough set approximation operators. Inform Sci 111:239–259MathSciNetMATH
Zurück zum Zitat Yao YY (2016) Three-way decisions and cognitive computing. Cogn Comput 8(4):543–554 Yao YY (2016) Three-way decisions and cognitive computing. Cogn Comput 8(4):543–554
Zurück zum Zitat Yao YY (2010) Three-way decisions with probabilistic rough sets. Inform Sci 180:341–353MathSciNet Yao YY (2010) Three-way decisions with probabilistic rough sets. Inform Sci 180:341–353MathSciNet
Zurück zum Zitat Yao YY, She YH (2015) Rough submodels in multigranulation spaces. Inform Sci 327:40–56MATH Yao YY, She YH (2015) Rough submodels in multigranulation spaces. Inform Sci 327:40–56MATH
Zurück zum Zitat Yeung DS, Chen D, Lee J, Wang X (2015) On the generalization of fuzzy rough sets. IEEE Trans Fuzzy Syst 13:343–361 Yeung DS, Chen D, Lee J, Wang X (2015) On the generalization of fuzzy rough sets. IEEE Trans Fuzzy Syst 13:343–361
Zurück zum Zitat Ye J (2018) Multiple attribute decision-making methods based on the expected value and the similarity measure of hesitant neutrosophic linguistic numbers. Cogn Comput 10:454–463 Ye J (2018) Multiple attribute decision-making methods based on the expected value and the similarity measure of hesitant neutrosophic linguistic numbers. Cogn Comput 10:454–463
Zurück zum Zitat Zadeh LA (1997) Toward a theory of fuzzy information granulation and its centrality in human reasining and fuzzy logic. Fuzzy Sets Syst 90:111–127MATH Zadeh LA (1997) Toward a theory of fuzzy information granulation and its centrality in human reasining and fuzzy logic. Fuzzy Sets Syst 90:111–127MATH
Zurück zum Zitat Zhan J, Sun B, Alcantud JCR (2019a) Covering based multigranulation (\({\cal{I}}, {\cal{T}}\))-fuzzy rough set models and applications in multi-attribute group decision-making. Inform Sci 476:290–318MathSciNet Zhan J, Sun B, Alcantud JCR (2019a) Covering based multigranulation (\({\cal{I}}, {\cal{T}}\))-fuzzy rough set models and applications in multi-attribute group decision-making. Inform Sci 476:290–318MathSciNet
Zurück zum Zitat Zhan J, Zhang XH, Yao YY (2019b) Covering based multigranulation fuzzy rough sets and applications in multi-criteria group decision-making. Artif Intell Rev. 53(2020):1093–1126 Zhan J, Zhang XH, Yao YY (2019b) Covering based multigranulation fuzzy rough sets and applications in multi-criteria group decision-making. Artif Intell Rev. 53(2020):1093–1126
Zurück zum Zitat Zhang B, Dong YY, Xu Y (2014) Multiple attribute consensus rules with minimum adjustments to support consensus reaching. Knowl Based Syst 67:35–48 Zhang B, Dong YY, Xu Y (2014) Multiple attribute consensus rules with minimum adjustments to support consensus reaching. Knowl Based Syst 67:35–48
Zurück zum Zitat Zhang QH, Guo YL, Xue YB (2015) Multi-granularity search algorithm based on probability statistics. Pattern Recog Artif Intell 28(5):422–427 Zhang QH, Guo YL, Xue YB (2015) Multi-granularity search algorithm based on probability statistics. Pattern Recog Artif Intell 28(5):422–427
Zurück zum Zitat Zhang XH, Miao D, Liu C, Le M (2016) Constructive methods of rough approximation operators and multigranulation rough sets. Knowl Based Syst 91:114–125 Zhang XH, Miao D, Liu C, Le M (2016) Constructive methods of rough approximation operators and multigranulation rough sets. Knowl Based Syst 91:114–125
Zurück zum Zitat Zhu P (2011) Covering rough sets based on neighborhoods: an approach without using neighborhoods. Int J Approx Reason 52:461–472MathSciNetMATH Zhu P (2011) Covering rough sets based on neighborhoods: an approach without using neighborhoods. Int J Approx Reason 52:461–472MathSciNetMATH
Zurück zum Zitat Zhu W (2009) Relationships among basic concepts in covering-based rough sets. Inform Sci 179:2478–2486MathSciNetMATH Zhu W (2009) Relationships among basic concepts in covering-based rough sets. Inform Sci 179:2478–2486MathSciNetMATH
Zurück zum Zitat Zhu W, Wang F (2007) On three types of covering rough sets. IEEE Trans Knowl Data Eng 19:1131–1144 Zhu W, Wang F (2007) On three types of covering rough sets. IEEE Trans Knowl Data Eng 19:1131–1144
Metadaten
Titel
Novel classes of coverings based multigranulation fuzzy rough sets and corresponding applications to multiple attribute group decision-making
verfasst von
Xueling Ma
Jianming Zhan
Bingzhen Sun
José Carlos R. Alcantud
Publikationsdatum
19.05.2020
Verlag
Springer Netherlands
Erschienen in
Artificial Intelligence Review / Ausgabe 8/2020
Print ISSN: 0269-2821
Elektronische ISSN: 1573-7462
DOI
https://doi.org/10.1007/s10462-020-09846-1

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