Abstract
This paper introduces the concept of conditional monotonicity and other related relaxed monotonicities within the framework of intervals equipped with admissible orders. It generalizes the work of Sesma-Sara et al., who introduced weak/directional monotonicity on intervals endowed with the Kulisch–Miranker order, and the work of Santiago et al., who introduced the notion of g-weak monotonicity in the fuzzy setting. The paper also explores properties of conditional monotonicities, introduce the notion of ordinal sum for a family of functions and examines the connections between conditional monotonicity, ordinal sums and implications.
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Notes
Note that \(X-X = \varvec{0}\) iff X is a degenerated interval.
If \(x \preceq y\), then we also use \(y \succeq x\) as equivalent notation.
I.e., \(\preceq \) is such that if X and Y are elements of \(\mathbb {I}([0,\!1])\) and \(X \preceq _{KM} Y\), then \(X \preceq Y\) holds.
\(\min : \mathbb {I}([0,\!1])^n \rightarrow \mathbb {I}([0,\!1])\) is defined by \(\min (X_1, \ldots , X_n) = X_i\) if \(X_i \preceq X_j\) for all \(j = 1, \ldots , n\). Dually we define the n-ary IV-function maximum
In Santiago et al. (2022), the authors have not attempted to impose the condition \( G(x,y)\ge y \) for all \(x,y \in [0,\!1]\).
This function is the IV-version of the function presented in Example 3 of Miś (2017).
See the definition of t-conorm in Definition 7.3.
Given a n-ary function \(F: \mathbb {I}^n \rightarrow \mathbb {I}\), its dual is the function \(F^{d}: \mathbb {I}^n \rightarrow \mathbb {I}\) defined as
$$\begin{aligned} F^{d}(X_1, \ldots , X_n) = \varvec{1} - F(\varvec{1} - X_1, \ldots , \varvec{1} - X_n). \end{aligned}$$A version for functions on \([0,\!1]\) appears in Bustince et al. (2015) as Corollary 3.
A related result, considering the Kulisch–Miranker order on \( \mathbb {I} \), can be found in Sesma-Sara et al. (2019).
References
Albahri OS, Zaidan AA, Albahri AS, Alsattar HA, Mohammed R, Aickelin U, Kou G, Jumaah F, Salih MM, Alamoodi AH, Zaidan BB, Alazab M, Alnoor A, Al-Obaidi JR (2022) Novel dynamic fuzzy decision-making framework for COVID-19 vaccine dose recipients. J Adv Res 37:147–168. https://doi.org/10.1016/j.jare.2021.08.009
Baczyński M, Beliakov G, Bustince HB, Pradera A (2013) Advances in fuzzy implication functions, 1st edn. Springer, Berlin. https://doi.org/10.1007/978-3-642-35677-3
Barrenechea E, Bustince H, De Baets B, Lopez-Molina C (2011) Construction of interval-valued fuzzy relations with application to the generation of fuzzy edge images. IEEE Trans Fuzzy Syst 19(5):819–830. https://doi.org/10.1109/TFUZZ.2011.2146260
Bedregal BC, Santiago RHN, Reiser RHS, Dimuro GP (2007) The best interval representation of fuzzy s-implications and automorphisms. In: 2007 IEEE International Fuzzy Systems Conference, pp 1–6
Bedregal BC, Santiago RHN (2013) Interval representations, Łukasiewicz implicators and Smets-Magrez axioms. Inf Sci 221:192–200. https://doi.org/10.1016/j.ins.2012.09.022
Bedregal BRC, Takahashi A (2006) The best interval representations of t-norms and automorphisms. Fuzzy Sets Syst 157(24):3220–3230. https://doi.org/10.1016/j.fss.2006.06.013
Bedregal B, Bustince H, Palmeira E, Dimuro G, Fernandez J (2017) Generalized interval-valued OWA operators with interval weights derived from interval-valued overlap functions. Int J Approx Reason 90:1–16. https://doi.org/10.1016/j.ijar.2017.07.001
Bedregal B, Bustince H, Palmeira E, Dimuro G, Fernandez J (2017) Generalized interval-valued OWA operators with interval weights derived from interval-valued overlap functions. Int J Approx Reason 90:1–16. https://doi.org/10.1016/j.ijar.2017.07.001
Beliakov G, Pradera A, Calvo T et al (2007) Aggregation functions: a guide for practitioners, vol 221, 1st edn. Springer, Berlin. https://doi.org/10.1007/978-3-540-73721-6
Bentkowska U, Bustince H, Jurio A, Pagola M, Pekala B (2015) Decision making with an interval-valued fuzzy preference relation and admissible orders. Appl Soft Comput 35:792–801. https://doi.org/10.1016/j.asoc.2015.03.012
Bigand A, Colot O (2010) Fuzzy filter based on interval-valued fuzzy sets for image filtering. Fuzzy Sets Syst 161(1):96–117. https://doi.org/10.1016/j.fss.2009.03.010
Blanco-Mesa F, Merigó JM, Gil-Lafuente AM (2017) Fuzzy decision making: a bibliometric-based review. J Intell Fuzzy Syst 32(3):2033–2050. https://doi.org/10.3233/JIFS-161640
Bounouara N, Ghanai M, Medjghou A, Chafaa K (2020) Stable and robust control strategy using interval-valued fuzzy systems. Int J Appl Power Eng 9(3):205–217. https://doi.org/10.11591/ijape.v9.i3.pp205-217
Bustince H (2010) Interval-valued fuzzy sets in soft computing. Int J Comput Intell Syst 3(2):215–222. https://doi.org/10.1080/18756891.2010.9727692
Bustince H, Montero J, Pagola M, Barrenechea E, Gomez D (2008) A survey of interval-valued fuzzy sets. John Wiley & Sons Ltd, Chichester, pp 489–515
Bustince H, Fernandez J, Kolesárová A, Mesiar R (2013) Generation of linear orders for intervals by means of aggregation functions. Fuzzy Sets Syst 220:69–77. https://doi.org/10.1016/j.fss.2012.07.015
Bustince H, Fernandez J, Kolesárová A, Mesiar R (2015) Directional monotonicity of fusion functions. Eur J Oper Res 244(1):300–308. https://doi.org/10.1016/j.ejor.2015.01.018
Bustince H, Bedregal B, Campión MJ, Silva I, Fernandez J, Induráin E, Raventós-Pujol A, Santiago RHN (2022) Aggregation of individual rankings through fusion functions: criticism and optimality analysis. IEEE Trans Fuzzy Syst 30(3):638–648. https://doi.org/10.1109/TFUZZ.2020.3042611
Bustince H, Sanz JA, Lucca G, Dimuro GP, Bedregal B, Mesiar R, Kolesárová A, Ochoa G (2016) Pre-aggregation functions: definition, properties and construction methods. In: 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp 294–300
Davey BA, Priestley HA (2002) Introduction to lattices and order. Cambridge University Press, Cambridge. https://doi.org/10.1017/CBO9780511809088
Dimuro GP, Bedregal B, Bustince H, Fernandez J, Lucca G, Mesiar R (2016) New results on pre-aggregation functions. In: Uncertainty Modelling in Knowledge Engineering and Decision Making, pp 213–219
Dimuro GP, Bedregal BC, Santiago RHN, Reiser RHS (2011) Interval additive generators of interval t-norms and interval t-conorms. Inf Sci 181(18):3898–3916. https://doi.org/10.1016/j.ins.2011.05.003
Dimuro GP, Bedregal B, Santiago RHN (2014) On (G, N)-implications derived from grouping functions. Inf Sci 279:1–17. https://doi.org/10.1016/j.ins.2014.04.021
Grabisch M, Marichal J-L, Mesiar R, Pap E (2011) Aggregation functions: means. Inf Sci 181(1):1–22. https://doi.org/10.1016/j.ins.2010.08.043
Grätzer G (2011) Lattice theory: foundation. 1st edn., Birkhäuser Basel, Manitoba, pp 1–614
Hassanzadeh HR, Akbarzadeh-T M-R, Akbarzadeh A, Rezaei A (2014) An interval-valued fuzzy controller for complex dynamical systems with application to a 3-PSP parallel robot. Fuzzy Sets Syst 235:83–100. https://doi.org/10.1016/j.fss.2013.02.009
Kavikumar R, Sakthivel R, Kaviarasan B, Kwon OM, Marshal Anthoni S (2019) Non-fragile control design for interval-valued fuzzy systems against nonlinear actuator faults. Fuzzy Sets Syst 365:40–59. https://doi.org/10.1016/j.fss.2018.04.004
Kulisch UW, Miranker WL (1981) Computer arithmetic in theory and practice. Academic Press, New York. https://doi.org/10.1016/C2013-0-11018-5
Lanbaran NM, Celik E, Yiğider M (2020) Evaluation of investment opportunities with interval-valued fuzzy TOPSIS method. Appl Math Nonlinear Sci 5(1):461–474. https://doi.org/10.2478/amns.2020.1.00044
Li HX, Yen VC (1995) Fuzzy sets and fuzzy decision-making. CRC Press, New York
Mathew M, Thomas J (2019) Interval valued multi criteria decision making methods for the selection of flexible manufacturing system. Int J Data Netw Sci 3(4):349–358. https://doi.org/10.5267/j.ijdns.2019.4.001
Miś K (2017) Directional monotonicity of fuzzy implications. Acta Polytech Hung 14(5)
Nguyen H (2016) A new interval-valued knowledge measure for interval-valued intuitionistic fuzzy sets and application in decision making. Expert Syst Appl 56:143–155. https://doi.org/10.1016/j.eswa.2016.03.007
Paiva R, Santiago R, Bedregal B, Palmeira E (2021) Lattice-valued overlap and quasi-overlap functions. Inf Sci 562:180–199. https://doi.org/10.1016/j.ins.2021.02.010
Qiao J (2022) Directional monotonic fuzzy implication functions induced from directional increasing quasi-grouping functions. Comput Appl Math 41(5):218. https://doi.org/10.1007/s40314-022-01920-4
Qiao J, Zhao B (2022) \({\cal{J} }_{G, N}\)-implications induced from quasi-grouping functions and negations on bounded lattices. Int J Uncertain Fuzz Knowl Based Syst 30(06):925–949. https://doi.org/10.1142/S0218488522500556
Reiser RHS, Bedregal B, Santiago R, Dimuro GP (2010) Analyzing the relationship between interval-valued D-implications and interval-valued QL-implications. Trends Comput Appl Math 11(1):89–100. https://doi.org/10.5540/tema.2010.011.01.0089
Román-Flores H, Chalco-Cano Y, Silva GN (2013) A note on Gronwall type inequality for interval-valued functions. In: 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), pp 1455–1458
Saminger S (2006) On ordinal sums of triangular norms on bounded lattices. Fuzzy Sets Syst 157(10):1403–1416. https://doi.org/10.1016/j.fss.2005.12.021
Santana F, Bedregal B, Viana P, Bustince H (2020) On admissible orders over closed subintervals of \([0,\!1]\). Fuzzy Sets Syst 399:44–54. https://doi.org/10.1016/j.fss.2020.02.009
Santiago R, Bedregal B, Dimuro GP, Fernandez J, Bustince H, Fardoun HM (2022) Abstract homogeneous functions and consistently influenced/disturbed multi-expert decision making. IEEE Trans Fuzzy Syst 30(9):3447–3459. https://doi.org/10.1109/TFUZZ.2021.3117438
Santiago R, Sesma-Sara M, Fernandez J, Takac Z, Mesiar R, Bustince H (2022) \({\cal{F} }\)-homogeneous functions and a generalization of directional monotonicity. Int J Intell Syst 37(9):5949–5970. https://doi.org/10.1002/int.22823
Sesma-Sara M, Mesiar R, Bustince H (2020) Weak and directional monotonicity of functions on Riesz spaces to fuse uncertain data. Fuzzy Sets Syst 386:145–160. https://doi.org/10.1016/j.fss.2019.01.019
Sesma-Sara M, De Miguel L, Mesiar R, Fernandez J, Bustince H (2019) Interval-valued pre-aggregation functions: a study of directional monotonicity of interval-valued functions. In: 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp 1–6
Sun Y, Pang B, Zhang S (2022) Binary relations induced from quasi-overlap functions and quasi-grouping functions on a bounded lattice. Comput Appl Math 41(8):1–28. https://doi.org/10.1007/s40314-022-02048-1
Takahashi A, Dória Neto AD, Bedregal BRC (2012) An introduction interval kernel-based methods applied on support vector machines. In: 2012 8th International Conference on Natural Computation, pp 58–64
Wilkin T, Beliakov G (2015) Weakly monotonic averaging functions. Int J Intell Syst 30(2):144–169. https://doi.org/10.1002/int.21692
Xu Z, Yager RR (2006) Some geometric aggregation operators based on intuitionistic fuzzy sets. Int J General Syst 35(4):417–433. https://doi.org/10.1080/03081070600574353
Younus A, Asif M, Farhad K (2015) On Gronwall type inequalities for interval-valued functions on time scales. J Inequal Appl 2015:1–18. https://doi.org/10.1186/s13660-015-0797-y
Zapata H, Bustince H, Montes S, Bedregal B, Dimuro GP, Takáč Z, Baczyński M, Fernandez J (2017) Interval-valued implications and interval-valued strong equality index with admissible orders. Int J Approx Reason 88:91–109. https://doi.org/10.1016/j.ijar.2017.05.009
Zeng W, Wang J (2010) Interval-valued fuzzy control. In: Advances in neural network research and applications, Springer, Berlin, pp 173–183
Acknowledgements
We thank the support for this work received from: (a) the National Council for Scientific and Technological Development (CNPq-Brazil) through the projects 312899/2021-1 and 403167/2022-1; (b) Ministerio de Ciencia e Innovación through the projects PID2020-119478GB-I00 and PID2022-136627NB-I00, supported by MCIN/AEI/10.13039/501100011033/FEDER,UE; (c) the Slovak Academy of Sciences through the projects APVV-20-0069 and VEGA 1/0036/23.
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Monteiro, A.S., Santiago, R., Papčo, M. et al. On conditional monotonicities of interval-valued functions. Comp. Appl. Math. 43, 200 (2024). https://doi.org/10.1007/s40314-024-02715-5
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DOI: https://doi.org/10.1007/s40314-024-02715-5