Abstract
Exploiting dominance relations in many Constraint Optimization Problems can drastically speed up the solving process in practice. Identification and utilization of dominance relations, however, usually require human expertise. We present a theoretical framework for a useful class of constraint optimization problems to detect dominance automatically and formulate the generation of the associated dominance breaking nogoods as constraint satisfaction. By controlling the length and quantity of the nogoods, our method can generate dominance breaking nogoods of varying strengths. Experimentation confirms runtime improvements of up to three orders of magnitude against manual methods.
Original language | English |
---|---|
Title of host publication | Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence |
Editors | Christian Bessiere |
Place of Publication | Marina del Rey CA USA |
Publisher | Association for the Advancement of Artificial Intelligence (AAAI) |
Pages | 1192-1200 |
Number of pages | 9 |
ISBN (Electronic) | 9780999241165 |
DOIs | |
Publication status | Published - 2020 |
Externally published | Yes |
Event | International Joint Conference on Artificial Intelligence-Pacific Rim International Conference on Artificial Intelligence 2020 - Yokohama, Japan Duration: 7 Jan 2021 → 15 Jan 2021 Conference number: 29th/17th https://www.ijcai.org/Proceedings/2020/ (Proceedings) https://ijcai20.org (Website) |
Conference
Conference | International Joint Conference on Artificial Intelligence-Pacific Rim International Conference on Artificial Intelligence 2020 |
---|---|
Abbreviated title | IJCAI-PRICAI 2020 |
Country/Territory | Japan |
City | Yokohama |
Period | 7/01/21 → 15/01/21 |
Other | IJCAI-PRICAI 2020, the 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence!IJCAI-PRICAI2020 will take place January 7-15, 2021 online in a virtual reality in Japanese Standard Time (JST) zone. |
Internet address |
|
Keywords
- Constraints and SAT
- Constraint Optimization
- Constraint Satisfaction
- Constraints: Modeling
- Solvers
- Applications