Activities per year
Abstract
Constraint-based applications attempt to identify a solution that meets all defined user requirements. If the requirements are inconsistent with the underlying constraint set, algorithms that compute diagnoses for inconsistent constraints should be implemented to help users resolve the “no solution could be found” dilemma. FastDiag is a typical direct diagnosis algorithm that supports diagnosis calculation without pre-determining conflicts. However, this approach faces runtime performance issues, especially when analyzing complex and large-scale knowledge bases. In this paper, we propose a novel algorithm, so-called FastDiagP, which is based on the idea of speculative programming. This algorithm extends FastDiag by integrating a parallelization mechanism that anticipates and pre-calculates consistency checks requested by FastDiag. This mechanism helps to provide consistency checks with fast answers and boosts the algorithm’s runtime performance. The performance improvements of our proposed algorithm have been shown through empirical results using the Linux-2.6.3.33 configuration knowledge base.
Original language | English |
---|---|
Title of host publication | AAAI-23 Technical Tracks 5 |
Editors | Brian Williams, Yiling Chen, Jennifer Neville |
Publisher | Association for the Advancement of Artificial Intelligence (AAAI) |
Pages | 6442-6449 |
Number of pages | 8 |
Volume | 37,5 |
ISBN (Electronic) | 9781577358800 |
DOIs | |
Publication status | Published - 27 Jun 2023 |
Event | 37th AAAI Conference on Artificial Intelligence: AAAI 2023 - Washington DC, United States Duration: 7 Feb 2023 → 14 Feb 2023 https://aaai-23.aaai.org https://aaai.org/Conferences/AAAI-23/ |
Publication series
Name | Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023 |
---|---|
Volume | 37 |
Conference
Conference | 37th AAAI Conference on Artificial Intelligence |
---|---|
Abbreviated title | AAAI 2023 |
Country/Territory | United States |
City | Washington DC |
Period | 7/02/23 → 14/02/23 |
Internet address |
ASJC Scopus subject areas
- Artificial Intelligence
Fingerprint
Dive into the research topics of 'FASTDIAGP: An Algorithm for Parallelized Direct Diagnosis'. Together they form a unique fingerprint.Activities
- 1 Talk at conference or symposium
-
FASTDIAGP: An Algorithm for Parallelized Direct Diagnosis
Le, V. M. (Speaker)
12 Feb 2023Activity: Talk or presentation › Talk at conference or symposium › Science to science