Print Email Facebook Twitter Integral Caching using Online Mirror Descent in a Networked Context Title Integral Caching using Online Mirror Descent in a Networked Context Author Oschatz, Quentin (TU Delft Electrical Engineering, Mathematics and Computer Science; TU Delft Embedded and Networked Systems) Contributor Iosifidis, G. (mentor) Mhaisen, N. (mentor) Si Salem, T. (mentor) Hanjalic, A. (graduation committee) Degree granting institution Delft University of Technology Programme Computer Science and Engineering Project CSE3000 Research Project Date 2022-06-24 Abstract This paper explores algorithms to optimize networked caching, where requests for files can be handled by a local cache instead of a remote server. Caches work collaboratively to prevent redundant caching, and each new batch of file requests is used to update the entire network. Data is cached in an integral manner, meaning that only discrete files or chunks can be stored, not fractions of them. Bipartite networks are studied, though the proposed model supports arbitrary network topologies. The approach is based upon an Online Mirror Descent (OMD) policy, which has been shown to have sublinear regret in single cache scenarios. Subject cachingCaching policiesonline learningBipartite Network To reference this document use: http://resolver.tudelft.nl/uuid:c914f503-cdbb-4ac8-813e-0ab1425732b5 Part of collection Student theses Document type bachelor thesis Rights © 2022 Quentin Oschatz Files PDF Research_Paper_12.pdf 563.3 KB Close viewer /islandora/object/uuid:c914f503-cdbb-4ac8-813e-0ab1425732b5/datastream/OBJ/view