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DISPATCH: An Optimally-Competitive Algorithm for Maximum Online Perfect Bipartite Matching with i.i.d. Arrivals
- Source :
- Approximation and Online Algorithms ISBN: 9783030046927, WAOA
- Publication Year :
- 2018
- Publisher :
- Springer International Publishing, 2018.
-
Abstract
- This work presents an optimally-competitive algorithm for the problem of maximum weighted online perfect bipartite matching with i.i.d. arrivals. In this problem, we are given a known set of workers, a distribution over job types, and non-negative utility weights for each pair of worker and job types. At each time step, a job is drawn i.i.d. from the distribution over job types. Upon arrival, the job must be irrevocably assigned to a worker and cannot be dropped. The goal is to maximize the expected sum of utilities after all jobs are assigned.
- Subjects :
- Independent and identically distributed random variables
Mathematical optimization
ComputingMilieux_THECOMPUTINGPROFESSION
Competitive analysis
Computer science
Competitive algorithm
0102 computer and information sciences
Time step
01 natural sciences
Set (abstract data type)
010104 statistics & probability
010201 computation theory & mathematics
Bipartite graph
0101 mathematics
Subjects
Details
- ISBN :
- 978-3-030-04692-7
- ISBNs :
- 9783030046927
- Database :
- OpenAIRE
- Journal :
- Approximation and Online Algorithms ISBN: 9783030046927, WAOA
- Accession number :
- edsair.doi...........59e33f3c6ab67d38d127eae25e38a60f
- Full Text :
- https://doi.org/10.1007/978-3-030-04693-4_10