Search Results for author: Anja Klein

Found 3 papers, 0 papers with code

Decentralized Online Learning in Task Assignment Games for Mobile Crowdsensing

no code implementations19 Sep 2023 Bernd Simon, Andrea Ortiz, Walid Saad, Anja Klein

The task assignment problem is modeled as a matching game considering the MCSP's and MUs' individual goals while the MUs learn their efforts online.

Collision Avoidance

Context-Aware Hierarchical Online Learning for Performance Maximization in Mobile Crowdsourcing

no code implementations10 May 2017 Sabrina Klos, Cem Tekin, Mihaela van der Schaar, Anja Klein

In our algorithm, a local controller (LC) in the mobile device of a worker regularly observes the worker's context, her/his decisions to accept or decline tasks and the quality in completing tasks.

Context-Aware Proactive Content Caching with Service Differentiation in Wireless Networks

no code implementations14 Jun 2016 Sabrina Müller, Onur Atan, Mihaela van der Schaar, Anja Klein

We derive a sublinear regret bound, which characterizes the learning speed and proves that our algorithm converges to the optimal cache content placement strategy in terms of maximizing the number of cache hits.

Cannot find the paper you are looking for? You can Submit a new open access paper.