Near Optimal Online Algorithms and Fast Approximation Algorithms for Resource Allocation Problems.
Nikhil R. DevanurKamal JainBalasubramanian SivanChristopher A. WilkensPublished in: J. ACM (2019)
Keyphrases
- approximation algorithms
- online algorithms
- resource allocation problems
- worst case
- resource allocation
- np hard
- lower bound
- online learning
- average case
- vertex cover
- competitive ratio
- upper bound
- special case
- approximation ratio
- learning algorithm
- resource constraints
- greedy algorithm
- precedence constraints
- decision boundary
- asymptotically optimal
- multi class
- constant factor approximation
- vc dimension
- nearest neighbor
- bayesian networks