Abstract
Recently, monometrics have attracted interest for their applications in fields such as decision making, penalty-based aggregation, and binary classification. In this work, we investigate various distance functions defined in the literature using fuzzy logic connectives and examine if and when they are monometrics on the unit interval. Further, taking a cue from the construction of distance functions using fuzzy implications, we offer a way to construct distance functions from monotonic fuzzy logic connectives using fuzzy negation and examine the conditions under which they yield a metric and a monometric on a partially ordered set.
Supported by SERB under the project MTR/2020/000506.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Aguiló, I., Calvo, T., Martín, J., Mayor, G., Suñer, J.: On distances derived from symmetric difference functions. In: 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15). pp. 632–637. Atlantis Press (2015)
Aguiló, I., Martín, J., Mayor, G., Suñer, J.: On distances derived from t-norms. Fuzzy Sets Syst. 278, 40–47 (2015)
Alsina, C.: On quasi-copulas and metrics. In: Cuadras, C.M., Fortiana, J., Rodriguez-Lallena, J.A. (eds.) Distributions With Given Marginals and Statistical Modelling, pp. 1–8. Springer, Dordrecht (2002). https://doi.org/10.1007/978-94-017-0061-0_1
Alsina, C.: On some metrics induced by copulas. In: Walter, W. (ed.) General Inequalities 4. International Series of Numerical Mathematics, pp. 397–397. Springer, Basel (1984). https://doi.org/10.1007/978-3-0348-6259-2_38
Gupta, M., Jayaram, B.: On the role of monometrics in nearest neighbor classification. (Manuscript under preparation)
Nanavati, K., Gupta, M., Jayaram, B.: Pseudo-monometrics from fuzzy implications. Fuzzy Sets Syst. (2022). https://doi.org/10.1016/j.fss.2022.11.001
Ouyang, Y.: A note on metrics induced by copulas. Fuzzy Sets Syst. 191, 122–125 (2012)
Pérez-Fernández, R., Baets, B.D.: The role of betweenness relations, monometrics and penalty functions in data aggregation. In: Proceedings of the IFSA-SCIS 2017, pp. 1–6. IEEE (2017)
Pérez-Fernández, R., De Baets, B.: On the role of monometrics in penalty-based data aggregation. IEEE Trans. Fuzzy Systems 27(7), 1456–1468 (2019)
Pérez-Fernández, R., Rademaker, M., De Baets, B.: Monometrics and their role in the rationalisation of ranking rules. Inf. Fusion 34, 16–27 (2017)
Acknowledgements
The third author would like to acknowledge the support obtained from SERB under the project MTR/2020/000506 for the work contained in this submission.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Nanavati, K., Gupta, M., Jayaram, B. (2023). A Study of Monometrics from Fuzzy Logic Connectives. In: Massanet, S., Montes, S., Ruiz-Aguilera, D., González-Hidalgo, M. (eds) Fuzzy Logic and Technology, and Aggregation Operators. EUSFLAT AGOP 2023 2023. Lecture Notes in Computer Science, vol 14069. Springer, Cham. https://doi.org/10.1007/978-3-031-39965-7_54
Download citation
DOI: https://doi.org/10.1007/978-3-031-39965-7_54
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-39964-0
Online ISBN: 978-3-031-39965-7
eBook Packages: Computer ScienceComputer Science (R0)