Abstract
In this article, we put forward the concepts of fuzzy soft \(\beta \)-minimal descriptions and fuzzy soft \(\beta \)-maximal descriptions and construct four types of fuzzy soft \(\beta \)-neighborhoods. Secondly, we define five kinds of fuzzy soft \(\beta \)-coverings-based fuzzy rough sets and investigate the relationships among them. Furthermore, we investigate under what conditions two different fuzzy soft \(\beta \)-coverings induce the same lower (upper) approximation operators. Then, we introduce the concepts of intersection and union reducible elements. Finally, we put forward the algorithms with respect to the first and the fifth types of fuzzy soft \(\beta \)-coverings-based fuzzy rough sets, respectively. Through comparison, we find that although these two models are different, the obtained results are the same and the complexity of the algorithm based on the fifth type model is easier than the one based on the first model.
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Alcantud JCR (2002) Revealed indifference and models of choice behavior. J Math Psychol 46:418–430
Alcantud JCR (2016a) A novel algorithm for fuzzy soft set based decision making from multiobserver input parameter data set. Inform Fusion 29:142–148
Alcantud JCR (2016b) Some formal relationships among soft sets, fuzzy sets and their extensions. Int J Approx Reason 68:45–53
Ali MI (2011) A note on soft sets, rough sets and fuzzy soft sets. Appl Soft Comput 11:3329–3332
Ali MI, Shabir M, Feng F (2017) Representation of graphs based on neighborhoods and soft sets. Int J Mach Learn Cybern 8:1525–1535
Bonikowski Z, Bryniarski E, Wybraniec-Skardowska U (1998) Extensions and intentions in the rough set theory. Inform Sci 107:149–167
Dai JH, Hu H, Wu WZ, Qian YH, Huang DB (2007a) Maximal discernibility pairs based approach to attribute reduction in fuzzy rough sets. IEEE Tran Fuzzy Syst. https://doi.org/10.1109/TFUZZ.2017.2768044
Dai JH, Wei BJ, Zhang XH, Zhang QH (2017b) Uncertainty measurement for incomplete interval-valued information systems based on \(\alpha \)-weak similarity. Knowl Based Syst 136:159–171
D’eer L, Cornelis C (2018) A comprehensive study of fuzzy covering-based rough set models: definitions, properties and interrelationships. Fuzzy Sets Syst 336:1–26
D’eer L, Cornelis C, Godo L (2017) Fuzzy neighborhood operators based on fuzzy coverings. Fuzzy Sets Syst 312:17–35
D’eer L, Cornelis C, Yao Y (2016a) A semantically sound approach to Pawlak rough sets and covering based rough sets. Int J Approx Reason 78:62–72
D’eer L, Restrepo M, Cornelis C, Jonatan G (2016b) Neighborhood operators for covering based rough sets. Inform Sci 336:21–44
Dubois D, Prade H (1990) Rough fuzzy sets and fuzzy rough sets. Int J Gen Syst 17:191–209
Feng F, Li C, Davvaz B, Ali MI (2010) Soft sets combined with fuzzy sets and rough sets: a tentative approach. Soft Comput 14:899–911
Feng F, Liu X, Leoreanu-Fotea V, Jun YB (2011) Soft sets and soft rough sets. Inform Sci 181:1125–1137
Feng T, Zhang SP, Mi JS (2012) The reduction and fusion of fuzzy covering systems based on the evidence theory. Int J Approx Reason 53:87–103
Hao J, Li QG (2011) The relationship between \(L\)-fuzzy rough set and \(L\)-topology. Fuzzy Set Syst 178:74–83
Hu BQ, Wong H (2014) Generalized interval-valued fuzzy variable precision rough sets. Int J Fuzzy Syst 16:554–565
Klir G, Yuan B (1995) Fuzzy sets and fuzzy logic, theory and applications. Prentice Hall, Upper Saddle River
Li TJ, Ma JM (2007) Fuzzy approximation operators based on coverings. In: Proceedings of joint rough set symposium, pp 55–62
Li TJ, Leung Y, Zhang WX (2008) Generalized fuzzy rough approximation operators based on fuzzy coverings. Int J Approx Reason. 48:836–856
Li Z, Xie N, Wen G (2015) Soft coverings and their parameter reductions. Appl Soft Comput 31:48–60
Ma L (2006) Two fuzzy covering rough set models and their generalizations over fuzzy lattices. Fuzzy Set Syst 294:59–70
Ma L (2012) On some types of neighborhood-related covering rough sets. Int J Approx Reason 53:901–911
Ma ZM, Hu BQ (2013) Topological and lattice structures of \(L\)-fuzzy rough sets determined by lower and upper sets. Inform Sci 218:194–204
Ma X, Liu Q, Zhan J (2017) A survey of decision making methods based on certain hybrid soft set models. Artif Intell Rev 47:507–530
Maji PK, Roy AR, Biswas R (2002) An application of soft sets in a decision making problem. Comput Math Appl 44:1077–1083
Mi JS, Zhang WX (2004) An axiomatic characterization of fuzzy generalization of rough sets. Inform Sci 160:235–249
Molodtsov D (1999) Soft set theory-first results. Comput Math Appl 37:19–31
Pawlak Z (1982) Rough sets. Int J Comput Inform Sci 11:341–356
Pomykala JA (1987) Approximation operations in approximation space. Bull Pol Acad Sci 35:653–662
Shabir M, Ali MI, Shaheen T (2013) Another approach to soft rough sets. Knowl Based Syst 40:72–80
Sun B, Ma W, Li X (2017) Linguistic value soft set-based approach to multiple criteria group decision-making. Appl Soft Comput 58:285–296
Tozlu N, Yüksel Ş, Simsekler TH (2016) A topological approach to soft covering approximation space. Int J Math Trends Tech 29:33–38
Tsang ECC, Chen D, Yeung D (2008) Approximations and reducts with covering generalized rough sets. Comput Math Appl 56:279–289
Wang C, Chen D, Sun B, Hu Q (2012) Communication between information systems with covering based rough sets. Inform Sci 216:17–33
Wang Q, Zhan J, Ali MI, Mehmood N (2018) A study on Z-soft rough fuzzy semigroups and its decision-makings. Int J Uncertain Quan 8(1):1–22
Xu W, Zhang W (2007) Measuring roughness of generalized rough sets induced by a covering. Fuzzy Set Syst 158:2443–2455
Yang B, Hu B (2016) A fuzzy covering-based rough set model and its generalization over fuzzy lattice. Inform Sci 367:463–486
Yang B, Hu B (2017) On some types of fuzzy covering-based rough sets. Fuzzy Set Syst 312:36–65
Yao YY (1998) Relational interpretations of neighborhood operators and rough set approximation operators. Inform Sci 101:239–259
Yao YY, Yao B (2012) Covering based rough sets approximations. Inform Sci 200:91–107
Yüksel Ş, Erglü ZG, Tozlu N(2014) Soft covering based rough sets and their application. Sci World J Article 970893
Yüksel Ş, Tozlu N, Dizman TH (2015) An application of multicriteria group decision making by soft covering based rough sets. Filomat 29:209–219
Zakowski W (1983) Approximations in the \((U,\Pi )\)-space. Demonstr Math 16:761–769
Zhan J, Alcantud JCR (2018a) A novel type of soft rough covering and its application to multicriteria group decision making. Artif Intell Rev. https://doi.org/10.1007/s10462-018-9617-3
Zhan J, Alcantud JCR (2018b) A survey of parameter reduction of soft sets and corresponding algorithms. Artif Intell Rev. https://doi.org/10.1007/s10462-017-9592-0
Zhan J, Wang Q (2018) Certain types of soft coverings based rough sets with applications. Int J Mach Learn Cybern. https://doi.org/10.1007/s13042-018-0785-x
Zhan J, Zhu K (2015) Reviews on decision making methods based on (fuzzy) soft sets and rough soft sets. J Intell Fuzzy Syst 29:1169–1176
Zhan J, Zhu K (2017) A novel soft rough fuzzy set: Z-soft rough fuzzy ideals of hemirings and corresponding decision making. Soft Comput 21:1923–1936
Zhan J, Ali MI, Mehmood N (2017a) On a novel uncertain soft set model: Z-soft fuzzy rough set model and corresponding decision making methods. Appl Soft Comput 56:446–457
Zhan J, Liu Q, Herawan T (2017b) A novel soft rough set: soft rough hemirings and corresponding multicriteria group decision making. Appl Soft Comput 54:393–402
Zhang XH (2017) Fuzzy anti-grouped filters and fuzzy normal filters in pseudo-BCI algebras. J Intell Fuzzy Syst 33:1767–1774
Zhang L, Zhan J (2018) Fuzzy soft \(\beta \)-covering based fuzzy rough sets and corresponding decision-making applications. Int J Mach Learn Cybern. https://doi.org/10.1007/s13042-018-0828-3
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, Park C, Wu SP (2018) Soft set theoretical approach to pseudo-BCI algebras. J Intell Fuzzy Syst 34:559–568
Zhu W (2007a) Generalized rough sets based on relations. Inform Sci 177:4997–5011
Zhu W (2007b) Topological approaches to covering rough sets. Inform Sci 177:1499–1508
Zhu W, Wang F (2003) Reduction and axiomization of covering generalized rough sets. Inform Sci 152:217–230
Zhu W, Wang F (2007) On three types of covering-based rough sets. IEEE Trans Knowl Data Eng 19:1131–1144
Acknowledgements
The authors are extremely grateful to the editor and the anonymous referee for their valuable comments and helpful suggestions which helped to improve the presentation of this paper. This research is partially supported by NNSFC (11461025; 11561023; 61866011).
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Zhang, L., Zhan, J. & Alcantud, J.C.R. Novel classes of fuzzy soft \(\beta \)-coverings-based fuzzy rough sets with applications to multi-criteria fuzzy group decision making. Soft Comput 23, 5327–5351 (2019). https://doi.org/10.1007/s00500-018-3470-9
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DOI: https://doi.org/10.1007/s00500-018-3470-9