Decision Making Under Uncertainty: Strategies and Analysis
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Decision Alternatives and States of Nature
Alternatives are options for a decision. Outcomes are influenced by random factors beyond control, known as states of nature. Prior probabilities indicate the likelihood of each state. Each alternative and state combination yields a payoff, often monetary.
Decision-Making Approaches
1. Optimistic Approach
Maximax (Profit)
Choose the alternative with the highest possible payoff.
Minimin (Cost)
Choose the alternative with the lowest possible cost.
2. Conservative Approach
Maximin (Profit)
Choose the alternative with the best worst-case payoff.
Minimax (Cost)
Choose the alternative with the lowest worst-case cost.
3. Minimax Regret
Minimize the maximum regret by constructing a regret table.