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Chapter 4






                         Decision Making Models and




                                               Techniques








               4.1      Chapter Objectives

               By the end of this chapter, student will be able to

                   ˆ   efine decision making and explain its role in computing and information sciences.                       D

                   ˆ   escribe the structured decision-making process.                                                         D

                   ˆ   xplain the Rational Decision-Making Model and its assumptions.                                          E

                   ˆ   ifferentiate between rational decision making and bounded rationality.                                  D
                   ˆ   nalyze decision making under uncertainty using probabilities.                                           A

                   ˆ   xplain how decision trees are used in AI and classification problems.                                   E

                   ˆ   pply multi-criteria decision-making techniques in computing scenarios.                                  A
                   ˆ   escribe the relationship between decision making and optimization.                                      D

                   ˆ dentify ethical considerations in computing-related decisions.                                            I

                   ˆ   valuate alternative solutions using logical and data-driven criteria.                                   E


               4.2      Decision Making Models and Techniques


                   Decision making is a fundamental cognitive process that plays a crucial role in cre-

               ative and scientific thinking. In computing and information sciences, decision making

               is involved in almost every activity, including algorithm selection, system design, opti-
               mization, and artificial intelligence development. Effective decision making requires the

               ability to analyze alternatives, evaluate consequences, and choose the most appropriate



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