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Covariances with OWA operators and Bonferroni means

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Abstract

The covariance is a statistical technique that is widely used to measure the dispersion between two sets of elements. This work develops new covariance measures by using the ordered weighted average (OWA) operator and Bonferroni means. Thus, this work presents the Bonferroni covariance OWA operator. The main advantage of this approach is that the decision maker can underestimate or overestimate the covariance according to his or her attitudes. The article further generalizes this formulation by using generalized and quasi-arithmetic means to obtain a wide range of particular types of covariances, including the quadratic Bonferroni covariance and the cubic Bonferroni covariance. The paper also considers some other extensions by using induced aggregation operators in order to use complex reordering processes in the analysis. The work ends by studying the applicability of these new techniques to real-world problems and presents an illustrative example of a research and development (R&D) investment problem.

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Notes

  1. The information was obtained through the webpage www.investing.com.

References

  • Alfaro-García VG, Merigó JM, Gil-Lafuente AM, Kacprzyk J (2018) Logarithmic aggregation operators and distance measures. Int J Intell Syst 33:1488–1506

    Google Scholar 

  • Avilés-Ochoa E, León-Castro E, Perez-Arellano LA, Merigó JM (2018) Government transparency measurement through prioritized distance operators. J Intell Fuzzy Syst 34:2783–2794

    Google Scholar 

  • Beliakov G, James S, Mordelová J, Ruckschlossova T, Yager RR (2010) Generalized Bonferroni mean operators in multi-criteria aggregation. Fuzzy Sets Syst 161:2227–2242

    MathSciNet  MATH  Google Scholar 

  • Belles-Sampera J, Merigó JM, Guillén M, Santolino M (2013) The connection between distortion risk measures and ordered weighted averaging operators. Insur Math Econ 52:411–420

    MathSciNet  MATH  Google Scholar 

  • Blanco-Mesa F, Gil-Lafuente AM (2017) Towards a competitiveness in the economic activity in Colombia: using Moore’s families and Galois latticies in clustering. Econ Comput Econ Cybern Stud Res 51:231–250

    Google Scholar 

  • Blanco-Mesa F, Merigó JM (2017) Bonferroni distances with hybrid weighted distance and immedate wieghted distance. Fuzzy Econ Rev 22:29–43

    Google Scholar 

  • Blanco-Mesa F, Merigó JM (2020) Bonferroni distances and their application in group decision making. Cybern Syst 51:27–58

    Google Scholar 

  • Blanco-Mesa F, Merigó JM, Kacprzyk J (2016) Bonferroni means with distance measures and the adequacy coefficient in entrepreneurial group theory. Knowl Based Syst 111:217–227

    Google Scholar 

  • Blanco-Mesa F, Merigó JM, Gil-Lafuente AM (2017) Fuzzy decision making: a bibliometric-based review. J Intell Fuzzy Syst 32:2033–2050

    Google Scholar 

  • Blanco-Mesa F, Gil-Lafuente AM, Merigo JM (2018a) Dynamics of stakeholder relations with multi-person aggregation. Kybernetes 47:1801–1820

    Google Scholar 

  • Blanco-Mesa F, Gil-Lafuente AM, Merigó JM (2018b) Subjective stakeholder dynamics relationships treatment: a methodological approach using fuzzy decision-making. Comput Math Organ Theory 24:441–472

    Google Scholar 

  • Blanco-Mesa F, Gil-Lafuente AM, Merigó JM (2018c) New aggregation operators for decision-making under uncertainty: an applications in selection of entrepreneurial opportunities. Technol Econ Dev Econ 24:335–357

    Google Scholar 

  • Blanco-Mesa F, León-Castro E, Merigó JM (2018d) Bonferroni induced heavy operators in ERM decision-making: a case on large companies in Colombia. Appl Soft Comput 72:371–391

    Google Scholar 

  • Blanco-Mesa F, León-Castro E, Merigó JM (2019a) A bibliometric analysis of aggregation operators. Appl Soft Comput 81:1–21

    Google Scholar 

  • Blanco-Mesa F, León-Castro E, Merigó JM, Xu Z (2019b) Bonferroni means with induced ordered weighted average operators. Int J Intell Syst 34:3–23

    Google Scholar 

  • Blanco-Mesa F, Rivera-Rubiano J, Patiño-Hernandez X, Martinez-Montaña M (2019c) The importance of enterprise risk management in large companies in Colombia. Technol Econ Dev Econ 25:600–633

    Google Scholar 

  • Blanco-Mesa F, León-Castro E, Merigó JM, Herrera-Viedma E (2019d) Variances with Bonferroni means and ordered weighted averages. Int J Intell Syst 34:3020–3045

    Google Scholar 

  • Bonferroni C (1950) Sulle medie multiple di potenze. Boll dell’Unione Mat Ital 5:267–270

    MathSciNet  MATH  Google Scholar 

  • Carrasco RA, Sánchez-Fernández J, Muñoz-Leiva F, Blasco MF, Herrera-Viedma E (2017) Evaluation of the hotels e-services quality under the user’s experience. Soft Comput 21:995–1011

    Google Scholar 

  • Chen L, Xu Z (2014) A prioritized aggregation operator based on the OWA operator and prioritized measure. J Intell Fuzzy Syst 27:1297–1307

    MathSciNet  MATH  Google Scholar 

  • Chiclana F, Herrera F, Herrera-Viedma E (2002) The ordered weighted geometric operator: Properties and application in MCDM problems. In: Bouchon-Meunier BB, Gutierrez-Rios J, Magdalena L, Yager RR (eds) Technologies for constructing intelligent systems 2. Studies in fuzziness and soft computing. Physica, Heidelberg, pp 173–183

    MATH  Google Scholar 

  • Dong Y, Zhao S, Zhang H et al (2018) A self-management mechanism for non-cooperative behaviors in large-scale group consensus reaching processes. IEEE Trans Fuzzy Syst 26:3276–3288

    Google Scholar 

  • Gao H (2018) Pythagorean fuzzy Hamacher prioritized aggregation operators in multiple attribute decision making. J Intell Fuzzy Syst 35:2229–2245

    Google Scholar 

  • Gil-Lafuente AM, Merigó JM (2007) The ordered weighted averaging distance operator. Lect Model Simul 8:84–95

    Google Scholar 

  • Gou X, Xu Z, Liao H (2017) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21:6515–6529

    MATH  Google Scholar 

  • He Y, He Z, Chen H (2015) Intuitionistic fuzzy interaction Bonferroni means and its application to multiple attribute decision making. IEEE Trans Cybern 45:116–128

    Google Scholar 

  • Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115:67–82

    MathSciNet  MATH  Google Scholar 

  • Herrera F, Martinez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8:746–752

    Google Scholar 

  • Kacprzyk J, Zadrożny S (2009) Towards a general and unified characterization of individual and collective choice functions under fuzzy and nonfuzzy preferences and majority via the ordered weighted average operators. Int J Intell Syst 24:4–26

    MATH  Google Scholar 

  • Kacprzyk J, Yager RR, Merigó JM (2019) Towards human centric aggregation via the ordered weighted aggregation operators and linguistic data summaries: a new perspective on Zadeh’s inspirations. IEEE Comput Intell Mag 14:16–30

    Google Scholar 

  • Kaufmann A, Gil Aluja J (1986) Introducción de la teoría de los subconjuntos borrosos a la gestión de las empresas, 2nd edn. Milladoiro, Santiago de Compostela

    Google Scholar 

  • Kaufmann A, Gil-Aluja J (1990) Las matemáticas del azar y de la incertidumbre: elementos básicos para su aplicación en economía. Centro de Estudios Ramón Areces, Madrid

    Google Scholar 

  • Laengle S, Loyola G, Merigó JM (2017) Mean-variance portfolio selection with the ordered weighted average. IEEE Trans Fuzzy Syst 25:350–362

    Google Scholar 

  • León-Castro E, Áviles-Ochoa E, Gil-Lafuente AM (2016) Exchange rate usd/mxn forecast through econometric models, time series and howma operators. Econ Comput Econ Cybern Stud Res 50:135–150

    Google Scholar 

  • León-Castro E, Avilés-Ochoa E, Merigó JM, Gil-Lafuente AM (2018) Heavy moving averages and their application in econometric forecasting. Cybern Syst 49:26–43

    Google Scholar 

  • León-Castro E, Blanco-Mesa F, Merigó JM (2019a) Weighted averages in the ordered weighted average inflation. In: Kearfott R, Batyrshin I, Reformat M et al (eds) Fuzzy techniques: theory and applications. IFSA/NAFIPS 2019. Advances in intelligent systems and computing, 1000th edn. Springer, Cham, pp 87–95

    Google Scholar 

  • León-Castro E, Espinoza-Audelo LF, Aviles-Ochoa E, Merigó JM (2019b) A new measure of volatility using induced heavy moving averages. Technol Econ Dev Econ 25:576–599

    Google Scholar 

  • Liu Z, Liu P (2017) Intuitionistic uncertain linguistic partitioned Bonferroni means and their application to multiple attribute decision-making. Int J Syst Sci 48:1092–1105

    MathSciNet  MATH  Google Scholar 

  • Liu P, Wang P (2019) Multiple-attribute decision-making based on Archimedean Bonferroni operators of q-Rung orthopair fuzzy numbers. IEEE Trans Fuzzy Syst 27:834–848

    Google Scholar 

  • Merigó JM (2012) The probabilistic weighted average and its application in multiperson decision making. Int J Intell Syst 27:457–476

    Google Scholar 

  • Merigó JM, Gil-Lafuente AM (2009) The induced generalized OWA operator. Inf Sci 179:729–741

    MathSciNet  MATH  Google Scholar 

  • Merigó JM, Yager RR (2013) Generalized moving average, distance measures and OWA operators. Int J Uncertain Fuzziness Knowl Based Syst 21:533–559

    MathSciNet  MATH  Google Scholar 

  • Merigó JM, Casanovas M, Palacios-Marqués D (2014) Linguistic group decision making with induced aggregation operators and probabilistic information. Appl Soft Comput 24:669–678

    Google Scholar 

  • Merigó JM, Guillén M, Sarabia JM (2015a) The ordered weighted average in the variance and the covariance. Int J Intell Syst 30:985–1005

    Google Scholar 

  • Merigó JM, Palacios-Marqués D, Riberio-Navarrete B (2015b) Aggregation systems for sales forecasting. J Bus Res 68:2299–2304

    Google Scholar 

  • Merigó JM, Palacios-Marqués D, Soto-Acosta P (2017) Distance measures, weighted averages, OWA operators and Bonferroni means. Appl Soft Comput 50:356–366

    Google Scholar 

  • Merigó JM, Zhou L, Yu D, Alrajeh N, Alnowibet K (2018) Probabilistic OWA distances applied to asset management. Soft Comput 22:4855–4878

    MATH  Google Scholar 

  • Pérez-Arellano LA, León-Castro E, Avilés-Ochoa E, Merigó JM (2019) Prioritized induced probabilistic operator and its application in group decision making. Int J Mach Learn Cybern 10:451–462

    Google Scholar 

  • Tang X, Wei G (2019) Multiple attribute decision-making with dual hesitant Pythagorean fuzzy information. Cognit Comput 11:193–211

    Google Scholar 

  • Verma R, Merigó JM (2019) Variance measures with ordered weighted aggregation operators. Int J Intell Syst. 34:2556–2583

    Google Scholar 

  • Wei GW (2019) Pythagorean fuzzy Hamacher power aggregation operators in multiple attribute decision making. Fundam Inform 166:57–85

    MathSciNet  MATH  Google Scholar 

  • Wu J, Chiclana F, Fujita H, Herrera-Viedma E (2017) A visual interaction consensus model for social network group decision making with trust propagation. Knowl Based Syst 122:39–50

    Google Scholar 

  • Xu Z, Chen J (2008) Ordered weighted distance measure. J Syst Sci Syst Eng 17:432–445

    Google Scholar 

  • Xu ZS, Da QL (2002) The ordered weighted geometric averaging operators. Int J Intell Syst 17:709–716

    MATH  Google Scholar 

  • Yager RR (1988) On ordered weighted averaging aggregation operators in multicriteria decision making. IEEE Trans Syst Man Cybern 18:183–190

    MATH  Google Scholar 

  • Yager RR (1996) On the inclusion of variance in decision making under uncertainty. Int J Uncertain Fuzziness Knowl Based Syst 04:401–419

    MathSciNet  MATH  Google Scholar 

  • Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern A Syst Hum 31:724–731

    Google Scholar 

  • Yager RR (2002) Heavy OWA operators. Fuzzy Optim Decis Mak 1:379–397

    MathSciNet  MATH  Google Scholar 

  • Yager RR (2003) Induced aggregation operators. Fuzzy Sets Syst 137:59–69

    MathSciNet  MATH  Google Scholar 

  • Yager RR (2004) Generalized OWA aggregation operators. Fuzzy Optim Decis Mak 3:93–107

    MathSciNet  MATH  Google Scholar 

  • Yager RR (2008) Time Series smoothing and OWA aggregation. IEEE Trans Fuzzy Syst 16:994–1007

    Google Scholar 

  • Yager RR (2009) On generalized Bonferroni mean operators for multi-criteria aggregation. Int J Approx Reason 50:1279–1286

    MathSciNet  MATH  Google Scholar 

  • Yager RR (2014) Pythagorean membership grades in multicriteria decision making. IEEE Trans Fuzzy Syst 22:958–965

    Google Scholar 

  • Yager RR, Filev DP (1999) Induced ordered weighted averaging operators. IEEE Trans Syst Man Cybern B Cybern 29:141–150

    Google Scholar 

  • Yager RR, Engemann KJ, Filev DP (1995) On the concept of immediate probabilities. Int J Intell Syst 10:373–397

    MATH  Google Scholar 

  • Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning III. Inf Sci 9:43–80

    MathSciNet  MATH  Google Scholar 

  • Zhang H, Dong Y, Herrera-Viedma E (2018) Consensus building for the heterogeneous large-scale GDM with the individual concerns and satisfactions. IEEE Trans Fuzzy Syst 26:884–898

    Google Scholar 

  • Zhu B, Xu ZS (2013) Hesitant fuzzy Bonferroni means for multi-criteria decision making. J Oper Res Soc 64:1831–1840

    Google Scholar 

Download references

Acknowledgements

This study was funded by Universidad Pedagógica y Tecnológica de Colombia (Grant Number SGI-2640).

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Correspondence to Fabio Blanco-Mesa.

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Communicated by V. Loia.

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Blanco-Mesa, F., León-Castro, E. & Merigó, J.M. Covariances with OWA operators and Bonferroni means. Soft Comput 24, 14999–15014 (2020). https://doi.org/10.1007/s00500-020-04852-5

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