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Reseach Article

Belief-Rule-based Decision Support System for Evaluating of Job Offers

by Juel Sikder, Mohammad Shafiul Basher, Sultana Rokeya Naher, Md. Mahashin Mia, Tanjim Mahmud
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 129 - Number 6
Year of Publication: 2015
Authors: Juel Sikder, Mohammad Shafiul Basher, Sultana Rokeya Naher, Md. Mahashin Mia, Tanjim Mahmud
10.5120/ijca2015906941

Juel Sikder, Mohammad Shafiul Basher, Sultana Rokeya Naher, Md. Mahashin Mia, Tanjim Mahmud . Belief-Rule-based Decision Support System for Evaluating of Job Offers. International Journal of Computer Applications. 129, 6 ( November 2015), 28-34. DOI=10.5120/ijca2015906941

@article{ 10.5120/ijca2015906941,
author = { Juel Sikder, Mohammad Shafiul Basher, Sultana Rokeya Naher, Md. Mahashin Mia, Tanjim Mahmud },
title = { Belief-Rule-based Decision Support System for Evaluating of Job Offers },
journal = { International Journal of Computer Applications },
issue_date = { November 2015 },
volume = { 129 },
number = { 6 },
month = { November },
year = { 2015 },
issn = { 0975-8887 },
pages = { 28-34 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume129/number6/23079-2015906941/ },
doi = { 10.5120/ijca2015906941 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:22:43.519275+05:30
%A Juel Sikder
%A Mohammad Shafiul Basher
%A Sultana Rokeya Naher
%A Md. Mahashin Mia
%A Tanjim Mahmud
%T Belief-Rule-based Decision Support System for Evaluating of Job Offers
%J International Journal of Computer Applications
%@ 0975-8887
%V 129
%N 6
%P 28-34
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The word ‘Job’ term as a regular activity performed in exchange for payment is considered as one of the most important activities for many families worldwide .Evaluation is necessary when more than one opportunity come to an individual personality. Then it requires the job offer evaluation. To fulfill their desired goal, it is the’ evaluation’ which assesses them well. This involves many factors to be measured and evaluated. These factors are expressed both in objective and subjective ways where as a hierarchical relationship exists among the factors. In addition, it is difficult to measure qualitative factors in a quantitative way, resulting incompleteness in data and hence, uncertainty. Besides it is essential to address the subject of uncertainty by using apt methodology; otherwise, the decision to choose a job will become inapt. Therefore, this paper demonstrates the application of a novel method named belief rule-based inference methodology-RIMER base decision support system(DSS), which is capable of addressing suitable job by taking account of large number of criteria, where there exist factors of both subjective and objective nature.

References
  1. M Sonmez, G. Graham and J. B. Yang and G D Holt, “Applying evidential reasoning to pre-qualifying construction contractors”, Journal of Management in Engineering, Vol.18, No.3, pp.111-119, 2002.
  2. J. B. Yang, “Rule and utility based evidential reasoning approach for multiple attribute decision analysis under uncertainty”, European Journal of Operational Research, Vol. 131, No.1, pp.31-61, 2001.
  3. Y. M. Wang, J. B. Yang and D. L. Xu, “Environmental Impact Assessment Using the Evidential Reasoning Approach”, European Journal of Operational Research, Vol.174, No.3, pp.1885-1913, 2006.
  4. Lisa M. (2008). The Sage encyclopedia of qualitative research methods. Los Angeles, Calif.: Sage Publications. ISBN 1-4129-4163-6.
  5. http://www.pearson.ch/1449/9780273722595/An-Introduction-to-Geographical.aspx
  6. Dodge Y. (2003) The Oxford Dictionary of Statistical Terms, OUP. ISBN 0-19-920613-9
  7. D. L. Xu and J. B. Yang, “Introduction to multi-criteria decision making and the evidential reasoning approach”, Working Paper Series,Paper No.: 0106 , ISBN: 1 86115 111 X (http://www.umist.ac.uk/management), Manchester School of Management, UMIST, pp. 1-21, 2001.
  8. A. Taroun and J. B. Yang. "Dempster-Shafer theory of evidence: potential usage for decision making and risk analysis in construction project management." Journal of the Built and Human Environment Review 4, no. 1(2011) : 155-166
  9. L. Zadeh, A simple view of the Dempster-Shafer Theory of Evidence and its implication for the rule of combination, The Al Magazine, Vol. 7, No. 2, pp. 85-90, Summer 1986.
  10. Kari Sentz and Scott Ferson (2002); Combination of Evidence in Dempster–Shafer Theory, Sandia National Laboratories SAND 2002-0835
  11. Bragge, J.; Korhonen, P., Wallenius, H. and Wallenius, J. (2010). "Bibliometric Analysis of Multiple Criteria Decision Making/Multiattribute Utility Theory". IXX International MCDM Conference Proceedings, (Eds.) M. Ehrgott, B. Naujoks, T. Stewart, and J. Wallenius,. Springer, Berlin 634: 259–268.
  12. P. Sen and J. B. Yang, "Design decision making based upon multiple attribute evaluation and minimal preference information", Mathematical and Computer Modeling, Vol.20, No.3, pp.107-124, 1994.
  13. B. Yang and P. Sen, "Multiple attribute design evaluation of large engineering products using the evidential reasoning approach", Journal of Engineering Design, Vol.8, No.3, pp.211-230, 1997
  14. Mahmud, T , Hossain, M.S(2012)”An Evidential Reasoning-based Decision Support System to Support House Hunting”, International Journal of Computer Applications 57(21):51-58, November 2012.Published by Foundation of Computer Science, New York, USA..
  15. Yang, J. B., Liu, J., Wang, J., Sii, H. S. & Wang,H.W.(2006) belief rule-base inference methodology using theevidential reasoning approach -RIMER. IEEE Transactions onSystems Man and Cybernetics Part A-Systems and Humans,36, 266-285
  16. D.L. Xu, J. Liu, J.B. Yang, G.P. Liu, J. Wang, I.Jenkinson, J. Ren, Inference and learning methodologyof belief-rule-based expert system for pipeline leak detection,Expert Systems with Applications 32 (2007) 103–113
  17. B. Yang, J. Liu, D.L. Xu, J. Wang, H.W. Wang, Optimal learning method for training belief rule based systems, IEEE Transactions on Systems, Man,and Cybernetics (Part A) 37 (2007) 569–585
  18. Patwary, M.J.A , Akter, S, Mahmud, T (2014) “An Expert System to Detect Uterine Cancer under Uncertainty” IOSR Journal of Computer Engineering (IOSR-JCE), e-ISSN: 2278-0661,p-ISSN: 2278-8727, Volume 16, Issue 5, Ver. I (Sep – Oct. 2014), PP 36-47)
  19. A. M. Nonvich and T. B. Turksen, “A model for themeasurement of membership and the consequences of itsempirical implementa-tion.”Fuzz,. Sers Syst., vol. 12, pp. 1-25. 1984.
  20. Mahmud,T.;Rahman,K.N.;Hossain,M.S.(2013).”Evaluation of Job Offers Using The Evidential Reasoning Approach”.Global Journal of Computer Science and Technology. Volume13 Issue 2 Version 1.0 . Published by Global Journals Inc.(USA).
  21. Mahmud,T , Sikder,J (2013) “Intelligent DecisionSystem for Evaluation of Job Offers” 1st National Conferenceon Intelligent Computing and Information Technology(NCICIT ) , November 21, CUET, Chittagong-4349,Bangladesh
Index Terms

Computer Science
Information Sciences

Keywords

Multiple criteria decision analysis (MCDA) uncertainty belief rule base (BRB) evidential reasoning (ER) and decision support system (DSS).