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DECISION MAKING WITHOUT PROBABILITIES  545


                                      Minimax Regret Approach
                                      The minimax regret approach to decision making is neither purely optimistic nor
                                      purely conservative. Let us illustrate the minimax regret approach by showing how it
                                      can be used to select a decision alternative for the PDC problem.
                                         Suppose that PDC constructs a small complex (d 1 ) and demand turns out to be
                                      strong (s 1 ). Table 13.1 showed that the resulting profit for PDC would be R8 million.
                                      However, given that the strong demand state of nature (s 1 ) has occurred, we realize
                                      that the decision to construct a large condominium complex (d 3 ), yielding a profit of
                                      R20 million, would have been the best decision. The difference between the payoff
                                      for the best decision alternative (R20 million) and the payoff for the decision to
                                      construct a small complex (R8 million) is the opportunity loss,or regret, associated
                                      with decision alternative d 1 when state of nature s 1 occurs; so, for this case, the
                                      opportunity loss or regret is R20 million   R8 million ¼ R12 million. Similarly, if
                                      PDC makes the decision to construct a medium complex (d 2 ) and the strong demand
                                      state of nature (s 1 ) occurs, the opportunity loss, or regret, associated with d 2 would
                                      be R20 million   R14 million ¼ R6 million.
                                         In general the following expression represents the opportunity loss, or regret.


                                                                     R ij ¼jV   V ij j                 (13:1)
                                                                          j
                                      where


                                          R ij ¼ the regret associated with decision alternative s j
                                                           1
                                          V ¼ the payoff value corresponding to the best decision for the state of nature s j
                                           j
                                          V ij ¼ the payoff corresponding to decision alternative d i and state of nature s j
                                      Note the role of the absolute value in Equation (13.1) shown by the symbol ||. For

                                      minimization problems, the best payoff, V , is the smallest entry in column j.Because
                                                                         j
                                      this value always is less than or equal to V ij , the absolute value of the difference between

                                      V and V ij ensures that the regret is always the magnitude of the difference.
                                        j
                                         Using Equation (13.1) and the payoffs in Table 13.1, we can calculate the regret
                                      associated with each combination of decision alternative d i and state of nature s j .

                                      Because the PDC problem is a maximization problem, V will be the largest entry in
                                                                                      j
                                      column j of the payoff table. Thus, to calculate the regret, we simply subtract each
                                      entry in a column from the largest entry in the column. Table 13.4 shows the
                                      opportunity loss, or regret, table for the PDC problem.



                                        Table 13.4 Opportunity Loss, or Regret, Table for the PDC Project (R Million)
                                                                                State of Nature
                                        Decision Alternative        Strong Demand s 1      Weak Demand s 2

                                                                           12                      0
                                        Small complex, d 1
                                                                           6                       2
                                        Medium complex, d 2
                                                                           0                      16
                                        Large complex, d 3


                                      1
                                       In maximization problems, V j  will be the largest entry in column j of the payoff table. In minimization

                                       problems, V will be the smallest entry in column j of the payoff table.
                                               j

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