Optimal Experimentation in a Changing Environment
This paper studies optimal experimentation by a monopolist who faces an unknown demand curve subject to random changes, and who maximises profits over an infinite horizon in continuous time. We show that there are two qualitatively very different regimes, determined by the discount rate and the intensities of demand curve switching, and the dependence of the optimal policy on these parameters is discontinuous. One regime is characterised by extreme experimentation and good tracking of the prevailing demand curve, the other by moderate experimentation and poor tracking. Moreover, in the latter regime the agent eventually becomes 'trapped' into taking actions in a strict subset of the feasible set.
Year of publication: |
1997-07
|
---|---|
Authors: | Keller, Godfrey ; Rady, Sven |
Institutions: | Suntory and Toyota International Centres for Economics and Related Disciplines, LSE |
Saved in:
Saved in favorites
Similar items by person
-
Market Experimentation in a Dynamic Differentiated-Goods Duopoly
Keller, Godfrey, (1999)
-
Optimal Experimentation in a Changing Environment
Keller, Godfrey, (1997)
-
Exploring a Branching Structure: A Bandit Problem with Correlated Pay-offs
Hole, Alison, (1994)
- More ...