Decision Making & Negotiations

We propose a tractable, data-driven demand estimation procedure based on the use of maximum entropy (ME) distributions, and apply it to a stochastic capacity control problem motivated from airline revenue management. Specifically, we study the two fare-class "Littlewood" problem in a setting where the firm has access to only potentially censored sales observations. We propose a heuristic that iteratively fits an ME distribution to all observed sales data, and in each iteration selects a protection level based on the estimated distribution.

We propose a simple approach to dynamic multi-period portfolio choice with quadratic transaction costs. The approach is tractable in settings with a large number of securities, realistic return dynamics with multiple risk factors, many predictor variables, and stochastic volatility. We obtain a closed-form solution for a trading rule that is optimal if the problem is restricted to a broad class of strategies we define as "linearity generating strategies" (LGS).

Many factors introduce the prospect of changes for the demand environment that a firm faces, with the specifics of such changes not necessarily known in advance. If and when realized, such changes affect the delicate balance between demand and supply and thus should be anticipated to the extent possible. We study the dynamic pricing problem of a retailer facing the prospect of a change in the demand function during a finite selling season with no inventory replenishment opportunity.

Reference dependent preferences have been applied in both risky and certainty settings, although little attention has been directed at the relationship between the reference points as well as the loss aversion functions for these models. This paper addresses this relationship for the special case where reference dependence corresponds to habit formation. Multiperiod Expected Utility habit or persistence models have spawned important contributions in asset pricing, life cycle consumption, business cycle analysis and monetary models.

What kinds of credit substitution, if any, occur when changes to banks' minimum capital requirements induce them to change their willingness to supply credit? The question is of first-order importance given the emergence of "macro-prudential" policy regimes in the wake of the global financial crisis, under which regulatory tools — in particular, minimum capital ratio requirements for banks — will be employed to control the supply of bank credit as part of the effort to improve the resilience of the financial system.

Using country index returns from 8 developed countries and 8 emerging market countries, we re-explore the benefits to international diversification over the past 30 years. To examine various theories in a comparable way, we intentionally limited ourselves to an examination of country index returns and a limited number of types of investments.