Math Problem Statement

Suppose that X is a finite set and the decision maker has in mind two oneto-one numerical functions u and v on X. Interpret the following choice procedures in words, and determine whether they lead to choice rules satisfying the Independence of Irrelevant Alternatives. (a) Fix a number v ∗ . For any choice problem A ⊂ X, let a ∗ be the maximizer of u over A and b ∗ be the maximizer of v over A. The decision maker chooses a ∗ if v(a ∗ ) ≥ v ∗ and she chooses b ∗ otherwise. (b) Fix u ∗ . For any choice problem A, the DM chooses a ∗ maximizing u if u(a ∗ ) ≥ u ∗ , otherwise she chooses b ∗ maximizing v.

Solution

Problem Interpretation:

We are dealing with a decision maker (DM) choosing from a finite set XX using two numerical utility functions, uu and vv. For any subset AXA \subseteq X (a choice problem), the DM's choices are determined by these functions in specific ways.

(a) Fix a number vv^*:

  • Procedure:

    1. From AXA \subseteq X, the DM first identifies aa^*, the option that maximizes uu over AA.
    2. The DM also identifies bb^*, the option that maximizes vv over AA.
    3. The DM chooses aa^* (the maximizer of uu) if v(a)vv(a^*) \geq v^*.
    4. If v(a)<vv(a^*) < v^*, the DM chooses bb^* (the maximizer of vv).
  • Does this procedure satisfy the Independence of Irrelevant Alternatives (IIA)?

    • IIA Principle: If the DM chooses an option from a set AA, and if a subset BAB \subset A contains that choice, then the DM should still choose the same option from BB.

    In this case, the procedure violates IIA. Here's why:

    • Suppose the DM chooses aa^* from the original set AA because v(a)vv(a^*) \geq v^*.
    • Now, consider a subset BAB \subset A where aa^* is excluded. If v(a)<vv(a^*) < v^*, the DM would have chosen bb^*, but since aa^* is no longer available in BB, the DM's choice in BB could differ from their choice in AA. This violates IIA since the removal of irrelevant alternatives (those not chosen initially) influences the choice.

(b) Fix uu^*:

  • Procedure:

    1. From AXA \subseteq X, the DM first identifies aa^*, the option that maximizes uu over AA.
    2. The DM chooses aa^* if u(a)uu(a^*) \geq u^*.
    3. If u(a)<uu(a^*) < u^*, the DM chooses bb^*, the maximizer of vv over AA.
  • Does this procedure satisfy the Independence of Irrelevant Alternatives (IIA)?

    • This procedure also violates IIA. Here's why:
      • Suppose the DM chooses bb^* because u(a)<uu(a^*) < u^*. If the set BAB \subset A removes bb^* but retains aa^*, the DM might now choose aa^*, even though this wasn't their original choice in AA. The removal of irrelevant alternatives changes the DM’s choice, violating IIA.

Conclusion:

Neither (a) nor (b) satisfies the Independence of Irrelevant Alternatives (IIA). Both procedures are dependent on the composition of the choice set, meaning that removing certain options can alter the final decision, even though those removed options weren't originally chosen.


Would you like further clarification on any specific part of the explanation?

Here are some related questions that might help expand on this topic:

  1. What are the implications of the Independence of Irrelevant Alternatives in decision theory?
  2. How can utility functions be used in real-world decision-making scenarios?
  3. What are examples of choice procedures that satisfy IIA?
  4. What are other common axioms in choice theory, and how do they compare to IIA?
  5. Can you explain how violations of IIA might manifest in practical decision-making situations?

Tip: Always pay close attention to whether a decision rule's outcome depends on the set of available choices, as this often signals a violation of IIA.

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Math Problem Analysis

Mathematical Concepts

Decision Theory
Utility Functions
Choice Procedures
Independence of Irrelevant Alternatives

Formulas

-

Theorems

Independence of Irrelevant Alternatives (IIA)

Suitable Grade Level

Undergraduate/Graduate