Show that the load balancing games on unrelated machines

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Problem -

Consider the following load balancing game: There are m machines F = {1, . . . , m} and n players. Each player i may choose a single machine on which to run his job: for all i, Ai = F. But now each player's job may take a different amount of time to run on each machine (the machines are not identical - one may have a faster CPU, one may have a faster graphics card, etc). For each machine j ∈ F and each player i, there is a corresponding weight wi,j describing how long it takes to run player i's job on machine j. The cost of machine j is the sum of the weights of the jobs assigned to it: lj(a) = ∑i:a_i = j wi,j. The cost of player i is the cost of the machine he selected: ci(a) = la_i (a).

The load balancing game we considered in class was the special case when each player had the same weight on every machine: wi,j =  wi,j' ≡ wi for all j, j'.

1. Fix an action profile a and suppose player i makes a best-response move (i.e. one that strictly decreasing his cost) from playing on machine ai to playing on machine a'i. Write a' = (a'i, a-i). Show that for all j ∉ {ai, a'i}, lj(a)= lj(a') and that:

max(la_i(a'), la'_i(a')) < max(la_i (a), la'_i(a))

2. Show that the load balancing games on unrelated machines has an ordinal potential function (equivalently, a total ordering on all action profiles a ∈ A such that best response moves only move to states later in the ordering), and conclude that such games always have pure strategy Nash equilibria.

Reference no: EM131389455

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Reviews

len1389455

2/10/2017 2:15:15 AM

This is not an exact potential game, so don't try and come up with an exact potential function. The best way to think about this problem is to try and identify an ordering on the action profiles.

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