Click here to load reader

Kennedy Murphy, Zhongxu Zhao, Alexis Christie Cost of Compensation for Overbooked Passengers

Embed Size (px)

Citation preview

Slide 1

Kennedy Murphy, Zhongxu Zhao, Alexis ChristieCost of Compensation for Overbooked PassengersGoalsDesign an overbooking policy for an airportRun simulationsAnalyze the potential cost of compensationOptimal OverbookingDuke Mathematics Department

Randomly Generate Number of PassengersBinomial distributionProbability mass function:P(X=k) = n! pk (1-p)n-k k!(n-k)!

p = probability of one passenger showing up for their flight = 0.851-p = probability of failure = 0.15n = overbooking maximumk = number of passengers who show up

Randomly Generate Number of PassengersEx. For a plane with a maximum capacity of 150 passengers and an overbooking maximum of 177 passengers, the probability that 156 passengers will show up is:

P(X=156) = 177 (0.85)156 (1-0.85)177-156 156 = 0.071

Monte Carlo SimulationUsed to simulate values of a discrete random variableWant to generate a random number of passengers based on binomial distribution

RangeProbability (Pb)1