The Power of Choice in a Generalized Polya Urn Model
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Tue, 10/11/2009 16:30 |
Gregory Sorkin (IBM Research NY) |
Combinatorial Theory Seminar |
SR2 |
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We introduce a "Polya choice" urn model combining elements
of the well known "power of two choices" model and the "rich get richer" model.
From a set of urns, randomly choose distinct urns with probability
proportional to the product of a power of their occupancies, and
increment one with the smallest occupancy. The model has an interesting phase
transition. If , the urn occupancies are asymptotically equal
with probability 1. For , this still occurs with positive probability,
but there is also positive probability that some urns get only finitely many
balls while others get infinitely many. |
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urns, randomly choose
distinct urns with probability
proportional to the product of a power
of their occupancies, and
increment one with the smallest occupancy. The model has an interesting phase
transition. If
, the urn occupancies are asymptotically equal
with probability 1. For
, this still occurs with positive probability,
but there is also positive probability that some urns get only finitely many
balls while others get infinitely many.