Predicting the Solution Time of Branch‐and‐Bound Algorithms for Mixed‐Integer Programs

Predicting the Solution Time of Branch‐and‐Bound Algorithms for Mixed‐Integer Programs

0.00 Avg rating0 Votes
Article ID: iaor20117844
Volume: 23
Issue: 3
Start Page Number: 392
End Page Number: 403
Publication Date: Jun 2011
Journal: INFORMS Journal on Computing
Authors: , ,
Keywords: programming: integer, computational analysis
Abstract:

The most widely used progress measure for branch‐and‐bound (B&B) algorithms when solving mixed‐integer programs (MIPs) is the MIP gap. We introduce a new progress measure that is often much smoother than the MIP gap. We propose a double exponential smoothing technique to predict the solution time of B&B algorithms and evaluate the prediction method using three MIP solvers. Our computational experiments show that accurate predictions of the solution time are possible, even in the early stages of B&B algorithms.

Reviews

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 Your email address will not be published.