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Facility Reallocation on the Line
- Source :
- IJCAI, Algorithmica, PROCEEDINGS OF THE TWENTY-SEVENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE
- Publication Year :
- 2021
- Publisher :
- arXiv, 2021.
-
Abstract
- We consider a multi-stage facility reallocation problems on the real line, where a facility is being moved between time stages based on the locations reported by $n$ agents. The aim of the reallocation algorithm is to minimise the social cost, i.e., the sum over the total distance between the facility and all agents at all stages, plus the cost incurred for moving the facility. We study this problem both in the offline setting and online setting. In the offline case the algorithm has full knowledge of the agent locations in all future stages, and in the online setting the algorithm does not know these future locations and must decide the location of the facility on a stage-per-stage basis. We derive the optimal algorithm in both cases. For the online setting we show that its competitive ratio is $(n+2)/(n+1)$. As neither of these algorithms turns out to yield a strategy-proof mechanism, we propose another strategy-proof mechanism which has a competitive ratio of $(n+3)/(n+1)$ for odd $n$ and $(n+4)/n$ for even $n$, which we conjecture to be the best possible. We also consider a generalisation with multiple facilities and weighted agents, for which we show that the optimum can be computed in polynomial time for a fixed number of facilities.<br />Comment: 28 Pages, 5 Figures. A prelimininary version of the paper, with most proofs omitted, has appeared at IJCAI 2018
- Subjects :
- FOS: Computer and information sciences
Mathematical optimization
General Computer Science
Basis (linear algebra)
Competitive analysis
Computer Science - Artificial Intelligence
Computer science
Applied Mathematics
0102 computer and information sciences
02 engineering and technology
01 natural sciences
Computer Science Applications
Artificial Intelligence (cs.AI)
Computer Science - Computer Science and Game Theory
010201 computation theory & mathematics
Computer Science - Data Structures and Algorithms
Line (geometry)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Data Structures and Algorithms (cs.DS)
Time complexity
Computer Science and Game Theory (cs.GT)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- IJCAI, Algorithmica, PROCEEDINGS OF THE TWENTY-SEVENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE
- Accession number :
- edsair.doi.dedup.....6855e8b5ad124af7ddbe784b33fa443f
- Full Text :
- https://doi.org/10.48550/arxiv.2103.12894