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DIAS Technology Review

The Institute has a unique distinction of publishing a bi-annual International journal DIAS Technology Review – The International Journal for Business and IT. The Editorial Board comprises of...

P-ISSN: 0972-9658 English Since 2004
Current Issue

Vol. 14 No. 2 (2018)

Articles 28th Edition of DTR Oct 2017 – Mar 2018
DOI 10.65301/dias.2018.14.2.237

Measure of Distance and Similarity for Single Valued Neutrosophic Sets with Application in Multi-attribute Decision Making

Authors
80 Views
144 Downloads
Published 2018-03-30
Pages 08-14
Abstract

A single valued neutrosophic sets (SvNSs) is a particular case of neutrosophic set, which can handle scientific and engineering applications in real world. Distance, similarity, entropy and cross entropy measures of SvNSs are major tool is to solve various real
world problems In the paper, an average distance measure based on Hamming and Hausdorff distance is defined for SvNSs. Similarity measure is proposed on the basis of defined averaged distance using the relationship between distance and similarity measures. Further, one more similarity measure is defined and its validity is proved. Then a multi-attribute decision making is also established under single valued neutrosophic environment,in which attribute values are assigned to each course of action by the decision makers/experts and attribute weights are known, whereas the optimal point is defined using the decision matrix using the proposed method. Also, an algorithm is presented to determine the ranking of available course of actions on the basis of values of measure of similarity amongst optimal point and the available course of actions. Lastly, an example is used to demonstrate the application of proposed similarity measures in multi-attribute decision making.

References
  1. Atanassov, K. (1999). Intuitionistic Fuzzy Sets. Heidelberg, New York: Physica-Verlag.
  2. Aydoğdu, A. (2015). On Similarity and Entropy of Single Valued Neutrosophic Sets. Gen. Math. Notes, 29(1), 67–74.
  3. Broumi, S., & Smarandache, F. (2013). Several Similarity Measures of Neutrosophic Sets. Neutrosophic Sets and Systems, 1, 54–62.
  4. Grzegorzewski, P. (2004). Distance Between Intuitionistic Fuzzy Sets and/or Interval-valued Fuzzy Sets Based on the Hausdorff Metric. Fuzzy Sets and Systems, 48, 319–328.
  5. Kacprzyk. (1997). Multistage Fuzzy Control. Chichester: Wiley.
  6. Park, J. H., Lin, K. M., Park, J. S., & Kwun, Y. C. (2007). Distance between Interval-valued Intuitionistic Fuzzy Sets. Journal of Physics: Conference Series, 96.
  7. Smarandache, F. (1998). A Unifying Field in Logics. Neutrosophy: Neutrosophic Probability, Set and Logic. Rehoboth: American Research Press.
  8. Smarandache, F. (2005). Neutrosophic Set, a Generalisation of the Intuitionistic Fuzzy Sets. International Journal of Pure Applied Mathematics, 24, 287–297.
  9. Szmidt, E., & Kacprzyk, J. (2000). Distance between Intuitionistic Fuzzy Sets. Fuzzy Sets and Systems, 114(3), 505–518.
  10. Wang, H., Zhang, Y., Sunderraman, R., & Smarandache, F. (2011). Single Valued Neutrosophic Sets. Fuzzy Sets, Rough Sets and Multivalued Operations and Applications, 3(1), 33–39.
  11. Yang, Y., & Chiclana, F. (2012). Consistency of 2D and 3D Distance of Intuitionistic Fuzzy Sets. Expert Systems with Applications, 39(10), 8665–8670.
  12. Ye, J. (2014). Clustering Methods Using Distance-Based Similarity Measures of Single-Valued Neutrosophic Sets. Journal of Intelligent Systems, 379–389.
  13. Ye, J. (2014). Similarity Measures between Interval Neutrosophic Sets and their Multicriteria Decision-Making Method. Journal of Intelligent and Fuzzy Systems, 26, 165–172.
  14. Ye, J. (2015). Improved Cosine Similarity Measures of Simplified Neutrosophic Sets for Medical Diagnoses. Artificial Intelligence in Medicine, 63, 171–179.
  15. Ye, J. (2015). Improved Cross Entropy Measures of Single Valued Neutrosophic Sets and Interval Neutrosophic Sets and Their Multicriteria Decision Making Methods. Cybernetics and Information Technologies, 15(4), 13–26.
  16. Ye, J., & Smarandache, F. (2016). Similarity Measure of Refined Single-Valued Neutrosophic Sets and Its Multicriteria Decision Making Method. Neutrosophic Sets and Systems, 12, 41–45.
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