ColloquiaFwd: Workshop in Production/Operations Management Science
Margaret Jaffey
margaret at cs.uchicago.edu
Fri Apr 13 13:07:27 CDT 2001
This talk announcement from Prof. Schrage of the Graduate School of
Business might be of interest to some of you.
Margaret
-----------------------------------
>
>Subject: Workshop in Production/Operations Management Science
>
>
> Speaker: Garrett van Ryzin
> Organization: Columbia University
> Title: A Discrete Choice Model of Yield Management in Airline
> Reservations and Elsewhere
> Date: 19 April 2001, Thursday
> Time: 11:00 AM
> Place: Stuart 216
>
>Abstract:
> Customer choice behavior, such as ``buy-up" and ``buy-down", is an
> important phenomenon in a wide range of industries. Yet current yield
> management systems do not exploit this phenomenon. In this talk, we
> present a model of yield management in which the buyers' choice behavior
> is modeled explicitly using a multinomial logit model of demand. The
> control problem is to decide which subset of fare classes to offer at
> each point in time. The set of open fare classes then affects the
> purchase probabilities for each class. We formulate a dynamic program to
> determine the optimal control policy and show that it reduces to a nested
> allocation policy. Thus, the optimal choice-based policy can easily be
> implemented in reservation systems that use nested allocation controls.
> We also develop an estimation procedure for our model based on the
> expectation-maximization (EM) method that jointly estimates arrival rates
> and choice model parameters when no-purchase outcomes are unobservable.
> Numerical results show that this combined optimization-estimation
> approach may significantly improve revenue performance relative to
> traditional leg-based models that do not account for choice behavior.
>
> [This work is joint with Kalyan Talluri, Department of Economics and
> Business, Universitat Pompeu Fabra, Barcelona.]
>
>
> Paper available in Stuart 202c.
>
>~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
>Upcoming talks:
>
> Speaker: Tito Homem-de-Mello
> Organization: Ohio State
> Title: Optimization Under Uncertainty
> Date: 10 May 2001, Thursday
> Time: 11:00 AM
> Place: Stuart 216
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Margaret P. Jaffey margaret at cs.uchicago.edu
Department of Computer Science
Student Support Rep (Ry 161A) (773) 702-6011
The University of Chicago http://www.cs.uchicago.edu
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