Acceptance strategies for maximizing agent profits in online scheduling

Mengxiao Wu*, Mathijs De Weerdt, Han La Poutré

*Corresponding author for this work

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

2 Citations (Scopus)

Abstract

In the global logistics market, agents need to decide upon whether to accept jobs offered sequentially. For each offer, an agent makes an immediate selection decision with little knowledge about future jobs; the goal is to maximize the profit. We study this online decision problem of acceptance of unit length jobs with time constraints, which involves online scheduling. We present theoretically optimal acceptance strategies for a fundamental case, and develop heuristic strategies in combination with an evolutionary algorithm for more general and complex cases. We show experimentally that in the fundamental case the performance of heuristic solutions is almost the same as that of theoretical solutions. In various settings, we compare the results achieved by our online solutions to those generated by the optimal offline solutions; the average-case performance ratios are about 1.1. We also analyze the impact of the ratio between the number of slots and the number of jobs on the difficulty of decisions and the performance of our solutions.

Original languageEnglish
Title of host publicationAgent-Mediated Electronic Commerce - Designing Trading Strategies and Mechanisms for Electronic Markets, TADA 2011, Revised Selected Papers
PublisherSpringer
Pages115-128
Number of pages14
ISBN (Print)9783642348884
DOIs
Publication statusPublished - 1 Jan 2013
Event2nd International Workshop on Trading Agent Design and Analysis, TADA 2011, Co-located with the 22nd International Joint Conference on Artificial Intelligence, IJCAI 2011 - Barcelona, Spain
Duration: 17 Jul 201117 Jul 2011

Publication series

NameLecture Notes in Business Information Processing
Volume119 LNBIP
ISSN (Print)1865-1348

Conference

Conference2nd International Workshop on Trading Agent Design and Analysis, TADA 2011, Co-located with the 22nd International Joint Conference on Artificial Intelligence, IJCAI 2011
Country/TerritorySpain
CityBarcelona
Period17/07/1117/07/11

Keywords

  • Admission control
  • Online decisions
  • Resource allocation

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