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A NOVEL SCORE FUNCTION FOR SVNS MULTI-CRITERIA DECISION FOR THE




                                                                                                                   SELECTION OF THE SOFTWARE ENGINEER AND THE INVESTMENT PROJECT                                                                                                                                                                                                                                                                                                      K242/31






                                                                                                                                                      PREPARED BY: NUR YUSELYANIE AFIERA BINTI MOHD YUSOF





                                                                                                                                                                                          SUPERVISOR: DR. NORZIEHA MUSTAPHA










                                                                                         ABSTRACT




                                                                                                                                                                                                                                                                                                           METHOD & IMPLEMENTATION








                                                                                                This study                                                                                                                                                                                                                                                      FORMULATE NEW SCORE FUNCTION :



                                                                          introduces a novel score



                                                                        function for Single-Valued




                                                        Neutrosophic Sets (SVNS) to enhance                                                                                                                                                                                                                                                                     PROOF: SCORE FUNCTION OF SVNS NEED TO SATISFIES :



                                                     Multi-Attribute Group Decision-Making



                                                (MAGDM) under uncertainty. The function




                                                   better integrates the SVNS components,



                                                         which are truth, indeterminacy, and



                                                          falsity, into a single value. Two case




                                                 studies validate the approach: selecting a



                                                  software engineer (with known weights)



                                                 and selecting an investment project (with




                                                 unknown weights). Results show the new



                                                   function yields more consistent, stable,



                                                                             and sensitive rankings




                                                                                           than existing



                                                                                                  methods.




























                                                                       PROBLEM STATEMENT                                                                                                                                                          ALGORITHMS:







                                                   Current SVNS score functions often fail                                                                                                                                            STEP 1: CONSTRUCT DECISION MATRIX                                                                                                                       STEP 4: SCORE FUNCTION





                                                          to consistently rank alternatives in




                                                                 uncertain environments. These




                                                                      methods lack mathematical                                                                                                                                       STEP 2: STANDARD COEFFICIENT




                                                            robustness, especially in handling                                                                                                                                                                                                                                                                                                STEP 5: WEIGHTED SCORE FUNCTION




                                                  indeterminacy. This leads to inaccurate




                                                                   decision-making in real-world                                                                                                                                      STEP 3: WEIGHT MATRIX




                                                     applications like candidate hiring and                                                                                                                                                     FOR KNOWN WEIGHT                                                         FOR UNKNOWN WEIGHT




                                                     project evaluation, where uncertainty




                                                                                                           is high.













                                                                                                                                                                                                                                                                                                                         RESULTS & DISCUSSION
















                                                                                         OBJECTIVE








                                            To formulate an optimized score function for                                                                                                                                       RANKING RESULTS FOR




                                            SVNS.                                                                                                                                                                              CASE STUDY 1











                                            To apply the score function in:




                                            -Selecting a software engineer using known




                                            weights.




                                            -Selecting an investment project with




                                            unknown weights.                                                                                                                                                                   RANKING RESULTS FOR


                                                                                                                                                                                                                               CASE STUDY 2

































                                                                                     CONCLUSION                                                                                                                                                                                            RECOMMENDATION







                                                                                                                                                                                                                                                             Develop user-friendly software or web-based


                                                        The new score function improved                                                                                                                                                                      tools using the proposed method.




                                                          decision-making accuracy under                                                                                                                                                                     Expand applications into domains like finance,





                                                              uncertainty. It produced more                                                                                                                                                                  healthcare, and environmental planning.




                                                                   reliable and distinguishable                                                                                                                                                              Integrate with intelligent systems or AI for





                                                        rankings than previous methods.                                                                                                                                                                      adaptive and dynamic decision-making.




                                                        The model successfully addresses                                                                                                                                                                     Conduct training for decision-makers to





                                                       limitations of current SVNS-based                                                                                                                                                                     understand neutrosophic reasoning.




                                                                            evaluation techniques.
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