Abstract
We introduce the notion of (dual) residuated frames as a viewpoint of relational semantics for a fuzzy logic. We investigate the relations between (dual) residuated frames and (dual) residuated connections as a topological viewpoint of fuzzy rough sets in a complete residuated lattice. As a result, we show that the Alexandrov topology induced by fuzzy posets is a fuzzy complete lattice with residuated connections. From this result, we obtain fuzzy rough sets on the Alexandrov topology. Moreover, as a generalization of the Dedekind–MacNeille completion, we introduce R-R (resp. -) embedding maps and R-R (resp. -) frame embedding maps.
1. Introduction
Blyth and Janovitz [1] introduced the residuated connection as a pair of maps from a partially ordered set to a partially ordered set such that for all , if and only if Examples of maps which form residuated connections play an important role [2,3,4]. Orłowska and Rewitzky [5,6,7] introduced the residuated frame of logical relational systems for residuated connections.
Pawlak [8,9] introduced the rough set theory as a formal tool to deal with imprecision and uncertainty in the data analysis. Rough sets form residuated connections in the following sense: let R be an equivalence relation on X. For and ,
Let be the class of all subsets of X and be a partially ordered set. A rough set forms a residuated connection because for all , if and only if
Ward et al. [10] introduced a complete residuated lattice L as an important algebraic structure for many valued logics [11,12,13,14,15,16]. For an extension of Pawlak’s rough sets, many researchers have developed L-lower and L-upper approximation operators in algebraic structures L [17,18,19,20,21,22,23,24,25]. She and Wang [26] developed an L-fuzzy rough set with L-lower approximation operator G and L-upper approximation operator F in complete residuated lattices as follows. Let be an L-fuzzy partially ordered set. For ,
Moreover, fuzzy rough sets form residuated connections in the following sense: for all ,
Perfilieva [27,28,29,30] introduced the theory of fuzzy transform and inverse fuzzy transform in complete residuated lattices, which is similar to other well-known transform theories such as the Fourier, Laplace, Hilbert and wavelet transforms, as well as fuzzy various concept analysis and fuzzy relation equations [31,32,33]. Oh and Kim [34] interpreted Perfilieva’s fuzzy transform as a residuated connection with fuzzy transform and inverse fuzzy transform G. By using the residuated connection, F is a fuzzy join preserving map and G is a fuzzy meet preserving map in a Kim’s fuzzy complete lattice sense [20], as a generalization of a complete lattice [35,36,37,38]. If X and Y are solutions of fuzzy relation equations and , then and are solutions, respectively.
Discrete and stone dualities are dualities between algebras and logical relational systems such as Boolean algebras and classical propositional logics; MV-algebra and Lukasiewicz logic; and BL-algebra and basic fuzzy logics [3,4,5,6,39,40,41]. The duality leads in a natural way to relational semantics for a logic [39,40,41].
In this paper, as a duality between algebras and logical relational systems, we introduce the notion of residuated connections and residuated frames in fuzzy logics. In Theorems 3 and 4, we show that (dual) residuated frames induce (dual) residuated connections.
Let be an L-fuzzy partially ordered set. As a generalization of the classic Tarski’s fixed point theorem [42,43] for isotone maps, we show that is an Alexandrov L-topology and is a fuzzy complete lattice [20].
If is a residuated frame, then we show that and are well-defined and is a residuated connection; is defined by
where and are Alexandrov L-topologies induced by fuzzy posets and in Theorem 1. Using this result, one can show that the pair is an fuzzy rough set for A on because is a residuated frame. Moreover, we show the existence of fuzzy rough sets from residuated connections.
Similarly, by Theorem 4, dual residuated frames induce dual residuated connections. In Theorem 5 (resp. 9), (resp. dual) residuated connections induce (resp. dual) residuated frames. Under various relations, we investigate the (dual) residuated connections and frames on Alexandrov L-topologies.
As a generalization of the Dedekind–MacNeille completion [37], we prove the existence of R-R (resp. -) embedding maps and R-R (resp. -) frame embedding maps.
2. Preliminaries
Definition 1
([10]). An algebra is called a complete residuated lattice if it satisfies the following conditions:
- (L1)
- is a complete lattice with the greatest element ⊤ and the least element ⊥;
- (L2)
- is a commutative monoid;
- (L3)
- if and only if for .
In this paper, we always assume that is a complete residuated lattice with and .
For , we denote by .
Lemma 1
([2]). Let . Then the following hold:
- (1)
- ,
- (2)
- If , then , and ;
- (3)
- if and only if ;
- (4)
- ;
- (5)
- ;
- (6)
- ;
- (7)
- ;
- (8)
- and ;
- (9)
- ;
- (10)
- and ;
- (11)
- and ;
- (12)
- and .
Definition 2
([21]). Let X be a set. A function is called:
- (E1)
- Reflexive iffor all;
- (E2)
- Transitive if, for all;
- (E3)
- If, then. Ifsatisfies (E1) and (E2), thenis called a fuzzy preorder set. Ifesatisfies (E1), (E2) and (E3), thenis called a fuzzy partially order set (simply, fuzzy poset).
Definition 3
([18]). (1) A subset is called an Alexandrov L-topology on X if it satisfies the following conditions:
- (O1)
- ;
- (O2)
- Iffor all, then;
- (O3)
- If and , then . The pair is called an Alexandrov L-topological space.
Lemma 2.
Let. Defineby. Thenis a fuzzy poset.
Proof.
(E1) For all , we have .
(E2) Let . Then by Lemma 1(9), we have
(E3) Let . Then by Lemma 1(3), .
Hence is a fuzzy poset. □
Theorem 1.
([18]) Let be a fuzzy poset. Define
Then is an Alexandrov L-topology on X.
Remark 1.
(1) Letbe a fuzzy poset whereandfor. Thenandas.
(2) Letbe a fuzzy poset wherefor each. Thenandby.
3. Fuzzy Residuated Frames and Fuzzy Residuated Connections on Alexandrov -topologies
Definition 4.
Letandbe fuzzy posets. Let and be maps.
(1) is a residuated connection if for all ;
(2) is a dual residuated connection if for all ;
(3) f is an isotone map if for all ;
(4) f is an antitone map if for all ;
(5) f is an embedding map if for all .
Theorem 2.
Let and be fuzzy posets. Let and be maps.
(1) is a residuated connection if and only if are isotone maps and for all ;
(2) is a dual residuated connection if and only if are isotone maps and for all .
Proof.
(1) Let be a residuated connection. Since , we have and . Furthermore,
Conversely,
Similarly, .
(2) Since , we have and . Furthermore,
□
For and , define
Lemma 3.
Let and be fuzzy posets. Let . Then the following hold:
- (1)
- and ;
- (2)
- if and only if ;
- (3)
- if and only if ;
- (4)
- if and only if and ;
- (5)
- if and only if and ;
- (6)
- if and only if .
Proof.
(1) Similarly, .
(2) if and only if if and only if if and only if .
(3) if and only if if and only if if and only if .
(4) . Similarly, . The converse part can be proved easily.
(5) and (6) can be proved easily by using (2)–(4). □
Definition 5.
Letandbe fuzzy posets. Letand. A structureis called:
(1) A residuated frame if and ;
(2) A dual residuated frame if and .
Lemma 4.
Let and be fuzzy posets. Then the following hold:
- (1)
- Let be a residuated connection. Define maps and byThen is a residuated frame;
- (2)
- Let be a dual residuated connection. Define maps and byThen is a dual residuated frame;
- (3)
- If g is isotone and (resp. ), then (resp. );
- (4)
- If f is isotone and (resp. ), then (resp. ).
Proof.
(1) For all and ,
Hence .
(3) For all and ,
Hence .
(2) and (4) can be proved similarly. □
Theorem 3.
Let be a residuated frame. Let and be Alexandrov L-topologies. Then the following hold:
- (1)
- is a residuated connection where
- (2)
- is an dual residuated connection where
Proof.
(1) Since and by Lemma 3(4), we have and from:
and
Moreover, for all and ,
(2) Since and by Lemma 3 (5)–(6), we have
Thus and .
Moreover, for all and ,
□
Remark 2.
Sinceis a residuated frame whereis a fuzzy poset andby Remark 1(1),is a residuated connection where
The pair is a fuzzy rough set ([26]).
Theorem 4.
Let be a dual residuated frame. Let and be Alexandrov L-topologies. Then the following hold:
(1) is a dual residuated connection where
(2) is a residuated connection where
Proof.
(1) Since and by Lemma 3(5), we have
Moreover, for all and ,
Thus and .
(2) Since and by Lemma 3(2–3), we have
Thus and .
Moreover, for all , and ,
□
Remark 3.
Sinceis a dual residuated frame whereis a fuzzy poset andby Remark 1(1),is a dual residuated connection where
Example 1.
Letandbe fuzzy posets. Let and be maps. Let and be Alexandrov L-topologies.
(1) Let g be isotone and . By Lemma 4(3), is a residuated frame. By Theorem 3(1), is a residuated connection with
(2) Let g be isotone and . By Lemma 4(3), is a dual residuated frame. By Theorem 4(1), is a dual residuated connection where
(3) Let f be isotone and . By Lemma 4(4), is a dual residuated frame. By Theorem 4(1), is a dual residuated connection where
(4) Let f be isotone and . By Lemma 4(4), is a residuated frame. By Theorem 3(1), is a residuated connection where
Theorem 5.
Let and be fuzzy posets. Let and be Alexandrov L-topologies. Then the following hold:
(1) is a residuated connection. That is, for all if and only if there exist relations and by
with isotone maps , such that is a residuated frame.
(2) In ,
where and .
where and
Proof.
(1) Let and . Since , , and ,
and
Thus we have . For all , we have
Thus .
Since if and only if , we have . For all and ,
Since , we have . Hence . Moreover,
Since , we have . Hence . Now, from
we have for all .
(2) Let and . Since and , we have
and
□
Example 2.
Let be a residuated connection where for ,
Let and . Define two maps by
Then is a residuated frame.
Theorem 6.
Let be a fuzzy poset. Let be an Alexandrov L-topology. Let . Define a map by Then is an embedding map.
Proof.
Assume that for all . Then for , and for . Thus . Hence h is injective.
Since
we have . Let . Since , we have
Let . Since , we have for all . Note that
Hence □
Definition 6.
Let and be residuated connections. An injective function is an R-R embedding if
If k is a bijective R-R embedding map, then k is called an R-R isomorphism.
Theorem 7.
Let be a residuated connection, be an Alexandrov L-topology and . Define a map by Then the map is an R-R embedding map with
for all and for all where
Moreover,
Proof.
By Theorem 6, is an embedding map. By Theorem 5(1), is a residuated frame where
By Theorem 3(1), is a residuated connection where
Moreover,
Since f is isotone and , we have . Hence
Let . Note that
Hence . Note that
Since g is isotone, we have Thus . Moreover,
□
Definition 7.
Let and be residuated frames. An injective map is an R-R frame embedding if
If k is a bijective R-R embedding map, then k is called an R-R frame isomorphism.
Theorem 8.
Let be a residual frame, be an Alexandrov L-topology and . Define a map by Then the map is an R-R frame embedding map with , and where
Proof.
By Theorem 6, is an embedding map. Hence . By Theorem 3(1), is a residuated connection where
By Theorem 5(1), is a residuated frame where
Note that for all ,
Let . Then . Since , we have . Thus
and
Since , we have . Thus . Hence
□
Corollary 1.
Let be a residual frame and . Define a map by Then the map
is an embedding map with , and where
Example 3.
Let be a set. Let be a map by and . Define a binary operation ⊙ on by
(1) Let be a fuzzy poset where
Since , we have that are both residuated and dual residuated connections. Since is a residuated connection, we have that for all if and only if there the exist relations and by
with an isotone map such that is a residuated frame.
Let for all . Then . Now, we have
Moreover,
Since f is isotone and , we have by Example 1(4) that is a residuated connection with
Since f is isotone and , we have by Example 1(3) that is a dual residuated connection with
Since is a residuated frame, we have by Theorem 7 that is a residuated connection where
Since
we have
Hence .Since f is isotone, we have that for all , and so
Hence the mapis an R-R embedding map.
(2) Let be a fuzzy poset where
Since
f is not an isotone map. Hence are neither residuated nor dual residuated connections.Let . Then is not a residuated connection with
because for from where
Let . Then is not a dual residuated connection with
because for from where
(3) Let be a fuzzy poset where
Let be maps by
Since
we have
Hence is a residuated connection, but not a dual residuated connection.Since is a residuated connection, we have by Theorem 5 that is a residuated frame where
Since is a residuated frame, we have by Theorem 7 that is a residuated connection where
4. Fuzzy Dual Residuated Connections on Alexandrov -Topologies
Theorem 9.
Let and be fuzzy posets. Let and be Alexandrov L-topologies. Then the following hold:
(1) is a dual residuated connection. That is, for all if and only if there exist maps and by
with isotone maps , such that is a dual residuated frame.
(2) In ,
where and .
where and
Proof.
(1) Let . Since and and by Theorem 2, we have
and
Thus . For all and , we have
For all and , we have
Since
we have . Hence . Additionally,
Since
we have . Hence . Since
we have that is a dual residuated connection. □
Example 4.
Let be a dual residuated connection for defined by
andand. Two maps are defined by
Then is a dual residuated frame.
Definition 8.
Let and be dual residuated connections. An injective function is a DR-DR embedding if
If k is a bijective DR-DR embedding map, then k is called a DR-DR isomorphism.
Theorem 10.
Let be a dual residuated connection, be an Alexandrov L-topology and . Define a map by Then is a DR-DR embedding map with , and for all where
Moreover, .
Proof.
By Theorem 9, is a dual residuated frame where
By Theorem 4(1), is a dual residuated connection where
By Theorem 6, a map by is embedding. That is, . For all , we have
Since f is isotone and , we have
Hence .
Let . For all ,
and
Let for all . Since
we have . Moreover,
Moreover,
□
Definition 9.
Let and be dual residuated frames. An injective map is a DR-DR frame embedding if
If k is a bijective DR-DR frame embedding map, then k is called a DR-DR frame isomorphism.
Theorem 11.
Let be a dual residual frame, be an Alexandrov L-topology and . Define a map by Then the map is a DR-DR frame embedding map with , and where
Proof.
By Theorem 4(1), is a dual residuated connection where
By Theorem 9, is a dual residuated frame where
By Theorem 6, . Moreover,
Let . Since , we have
Thus , and so
For all ,
Hence is a - frame embedding map. □
Example 5.
Let be a set. Let a map and defined as in Example 3.
(1) Let be a fuzzy poset defined as in Example 3(1). Since is a dual residuated connection, that is, for all , there exist maps and by
with an isotone map such that is a dual residuated frame. For all ,
Moreover,
By Theorem 4(1), is a dual residuated connection where
By a similar method used in Example 3, one can see that .
(2) Let be a fuzzy poset and defined as in Example 3(3). Since is a dual residuated connection, that is, for all , there exist relations and by
such that is a dual residuated frame. By Theorem 4(1), is a dual residuated connection where
Example 6.
(1) Let be a fuzzy poset where
Define a binary operation⊙ on by
Then is a complete residuated lattice. Let
Since is a residuated frame, we have by Theorem 3(1) that is a residuated connection where
By Theorem 11, is a residuated frame where
Since is a dual residuated frame, we have by Theorem 4(1) that is a dual residuated connection where
By Theorem 11, is a dual residuated connection where
(2) Let
Then
and so . Hence is not residuated frame. Since we have . However, since , we have that is a dual residuated connection defined by
By Theorem 11, is a dual residuated frame where
5. Conclusions
As an extension of residuated frames for classical relational semantics, we have introduced (dual) residuated frames for fuzzy logics. As a generalization of the classical Tarski’s fixed point theorem, we have shown that an Alexandrov L-topology is a fuzzy complete lattice with residuated connections. By using residuated connections, we have constructed fuzzy rough sets and have solved fuzzy relation equations on the Alexandrov L-topology. Moreover, as a generalization of the Dedekind–MacNeille completion, we have introduced R-R (resp. -) embedding maps and R-R (resp. -) frame embedding maps.
In the future, by using the concepts of (dual) residuated connections and frames, we plan to investigate fuzzy contexts, information systems and decision rules on Alexandrov L-topologies.
Author Contributions
All authors have contributed equally to this work. All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded by Gangneung-Wonju National University.
Acknowledgments
The author would like to thank the editors and the anonymous reviewers for their valuable comments and suggestions which lead to a number of improvements of the paper.
Conflicts of Interest
The authors declare no conflict of interest.
References
- Blyth, T.S.; Janovitz, M.F. Residuation Theory; Pergamon Press: New York, NY, USA, 1972. [Google Scholar]
- Bělohlávek, R. Fuzzy Relational Systems; Kluwer Academic Publishers: New York, NY, USA, 2002. [Google Scholar]
- Galatos, N.; Jipsen, P. Residuated frames with applications to decidability. Trans. Am. Math. Soc. 2013, 365, 1219–1249. [Google Scholar] [CrossRef] [Scilit]
- Galatos, N.; Jipsen, P. Distributive residuated frames and generalized bunched implication algebras. Algebra Universalis 2017, 78, 303–336. [Google Scholar] [CrossRef] [Scilit]
- Orłowska, E.; Rewitzky, I. Context algebras, context frames and their discrete duality. In Transactions on Rough Sets IX; Springer: Berlin, Germany, 2008; pp. 212–229. [Google Scholar]
- Orłowska, E.; Rewitzky, I. Algebras for Galois-style connections and their discrete duality. Fuzzy Sets Syst. 2010, 161, 1325–1342. [Google Scholar] [CrossRef] [Scilit]
- Chrysafis, P.H.; Orłowska, E. Representation of lattices with modal operators in two-sorted frames. Fund. Inform. 2019, 166, 29–56. [Google Scholar]
- Pawlak, Z. Rough sets. Internat. J. Comput. Inform. Sci. 1982, 11, 341–356. [Google Scholar] [CrossRef] [Scilit]
- Pawlak, Z. Rough sets: Theoretical Aspects of Reasoning about Data, System Theory, Knowledge Engineering and Problem Solving; Kluwer Academic Publishers: Dordrecht, The Netherlands, 1991. [Google Scholar]
- Ward, M.; Dilworth, R.P. Residuated lattices. Trans. Amer. Math. Soc. 1939, 45, 335–354. [Google Scholar] [CrossRef]
- Hájek, P. Metamathematices of Fuzzy Logic; Kluwer Academic Publishers: Dordrecht, The Netherlands, 1998. [Google Scholar]
- Höhle, U.; Klement, E.P. Non-Classical Logic and Their Applications to Fuzzy Subsets; Kluwer Academic Publishers: Boston, MA, USA, 1995. [Google Scholar]
- Höhle, U.; Rodabaugh, S.E. Mathematics of Fuzzy Sets, Logic, Topology and Measure Theory; The Handbooks of Fuzzy Sets Series; Kluwer Academic Publishers: Dordrecht, The Netherlands, 1999. [Google Scholar]
- Jipsen, P.; Tsinakis, C. A Survey of Residuated Lattices. In Ordered Algebraic Structures; Springer: Boston, MA, USA, 2002; pp. 15–56. [Google Scholar]
- Rodabaugh, S.E.; Klement, E.P. Topological and Algebraic Structures in Fuzzy Sets. In The Handbook of Recent Developments in the Mathematics of Fuzzy Sets; Kluwer Academic Publishers: Boston, MA, USA; Dordrecht, The Netherlands; London, UK, 2003. [Google Scholar]
- Turunen, E. Mathematics Behind Fuzzy Logic; Physica-Verlag: Heidelberg, Germany, 1999. [Google Scholar]
- Kim, Y.C. Join-meet preserving maps and fuzzy preorders. J. Intell. Fuzzy Syst. 2015, 28, 1089–1097. [Google Scholar] [CrossRef] [Scilit]
- Kim, Y.C. Categories of fuzzy preorders, approximation operators and Alexandrov topologies. J. Intell. Fuzzy Syst. 2016, 31, 1787–1793. [Google Scholar] [CrossRef] [Scilit]
- Ko, J.M.; Kim, Y.C. Bi-closure systems and bi-closure operators on generalized residuated lattices. J. Intell. Fuzzy Syst. 2019, 36, 2631–2643. [Google Scholar]
- Ko, J.M.; Kim, Y.C. Fuzzy complete lattices, Alexandrov L-topologies and fuzzy rough sets. J. Intell. Fuzzy Syst. 2020. [Google Scholar] [CrossRef] [Scilit]
- Lai, H.; Zhang, D. Fuzzy preorder and fuzzy topology. Fuzzy Sets Syst. 2006, 157, 1865–1885. [Google Scholar] [CrossRef] [Scilit]
- Ma, Z.M.; Hu, B.Q. Topological and lattice structures of L-fuzzy rough set determined by lower and upper sets. Inf. Sci. 2013, 218, 194–204. [Google Scholar] [CrossRef] [Scilit]
- Radzikowska, A.M.; Kerre, E.E. A comparative study of fuzy rough sets. Fuzzy Sets Syst. 2002, 126, 137–155. [Google Scholar] [CrossRef] [Scilit]
- Radzikowska, A.M.; Kerre, E.E. Characterisation of main classes of fuzzy relations using fuzzy modal operators. Fuzzy Sets Syst. 2005, 152, 223–247. [Google Scholar] [CrossRef] [Scilit]
- Tiwari, S.P.; Srivastava, A.K. Fuzzy rough sets, fuzzy preorders and fuzzy topologies. Fuzzy Sets Syst. 2013, 210, 63–68. [Google Scholar] [CrossRef] [Scilit]
- She, Y.H.; Wang, G.J. An axiomatic approach of fuzzy rough sets based on residuated lattices. Comput. Math. Appl. 2009, 58, 189–201. [Google Scholar] [CrossRef] [Scilit]
- Perfilieva, I. Finitary solvability conditions for systems of fuzzy relation equations. Inf. Sci. 2013, 234, 29–43. [Google Scholar] [CrossRef] [Scilit]
- Perfilieva, I.; Noskova, N. System of fuzzy relation equations with inf- composition: Commplete set of solutions. Fuzzy Sets Syst. 2008, 159, 2256–2271. [Google Scholar] [CrossRef] [Scilit]
- Perfilieva, I.; Dubois, D.; Prade, H.; Esteva, F.; Godo, L.; Hodáková, P. Interpolation of fuzzy data, analytical approach and overview. Fuzzy Sets Syst. 2012, 192, 134–158. [Google Scholar] [CrossRef] [Scilit]
- Tiwari, S.P.; Perfilieva, I.; Singh, A.P. Generalized residuated lattices based F-transformation. Iran. J. Fuzzy Syst. 2018, 15, 165–182. [Google Scholar]
- Sussner, P. Lattice fuzzy transforms from the perspective of mathematical morphology. Fuzzy Sets Syst. 2016, 288, 115–128. [Google Scholar] [CrossRef] [Scilit]
- Zhang, H.P.; Perez-Fernandez, R.; Baets, B.D. Fuzzy betweenness relations and their connection with fuzzy order relations. Fuzzy Sets Syst. 2020, 384, 1–12. [Google Scholar] [CrossRef] [Scilit]
- Sun, F.; Qu, X.; Wang, X.; Zhu, L. On pre-solution matrices of fuzzy relation equations over complete Brouwerian lattices. Fuzzy Sets Syst. 2020, 384, 34–53. [Google Scholar] [CrossRef] [Scilit]
- Oh, J.M.; Kim, Y.C. Fuzzy transformations and fuzzy residuated connections. J. Intell. Fuzzy Syst. 2019, 36, 3555–3566. [Google Scholar] [CrossRef] [Scilit]
- Xie, W.X.; Zhang, Q.Y.; Fan, L. Fuzzy complete lattices. Fuzzy Sets Syst. 2009, 160, 2275–2291. [Google Scholar]
- Zhang, Q.Y.; Fan, L. Continuity in quantitive domains. Fuzzy Sets Syst. 2005, 154, 118–131. [Google Scholar] [CrossRef] [Scilit]
- Zhang, Q.Y.; Xie, W.X.; Fan, L. The Dedekind-MacNeille completion for fuzzy posets. Fuzzy Sets Syst. 2009, 160, 2292–2316. [Google Scholar]
- Xia, C.; Zhao, B. A categorical characterization of the least Q-quantale completion of Q-ordered semigroups. Fuzzy Sets Syst. 2020, 382, 129–141. [Google Scholar] [CrossRef] [Scilit]
- Ciro, R. An extension of Stone duality to fuzzy topologies and MV-algebras. Fuzzy Sets Syst. 2016, 303, 80–96. [Google Scholar]
- Zhou, H.; Shi, H. Stone duality for R0-algebras with internal states. Iran. J. Fuzzy Syst. 2017, 14, 139–161. [Google Scholar]
- Wei, Y.; Han, S.E. A Stone-type duality for sT0-stratified Alexandrov L-topological spaces. Fuzzy Sets Syst. 2016, 282, 1–20. [Google Scholar]
- Včelař, F.; Pátíková, Z. A comparative study of Tarski’s fixed point theorems with the stress on commutative sets of L-fuzzy isotone maps with respect to transitivities. Fuzzy Sets Syst. 2020, 382, 29–56. [Google Scholar] [CrossRef] [Scilit]
- Tarski, A. A lattice-theoretical fixpoint theorem and its applications. Pac. J. Math. 1955, 382, 285–309. [Google Scholar] [CrossRef] [Scilit]
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