A column generation heuristic for districting the price of a financial product

A column generation heuristic for districting the price of a financial product

0.00 Avg rating0 Votes
Article ID: iaor201525818
Volume: 66
Issue: 6
Start Page Number: 965
End Page Number: 978
Publication Date: Jun 2015
Journal: Journal of the Operational Research Society
Authors: , , ,
Keywords: combinatorial optimization, financial, heuristics, finance & banking
Abstract:

This paper studies a districting problem that arises in the context of financial product pricing. The challenge lies in partitioning a set of small geographical regions into a set of larger territories. In each territory, the customers will share a common price. These territories need to be contiguous, contain enough customers and be as homogeneous as possible in terms of customer value. To address this problem, we present a column generation‐based heuristic where the subproblem generates contiguous territories taken into account a nonlinear objective function. Computational results indicate that the territories produced by this heuristic are about 35% more homogeneous than those previously used in practice. The developed algorithm has been transferred to a financial firm and is now used to help craft more competitive financial products.

Reviews

Required fields are marked *. Your email address will not be published.