Learning video browsing behavior and its application in the generation of video previews
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Neuro-Dynamic Programming
Predictive Statistical Models for User Modeling
User Modeling and User-Adapted Interaction
Authoring and Navigating Video in Space and Time
IEEE MultiMedia
Pre-sending Documents on the WWW: A Comparative Study
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Dynamic Programming
Resource Prediction and Admission Control for Interactive Video Browsing Scenarios Using Application Semantics
Hyper-hitchcock: authoring interactive videos and generating interactive summaries
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Generation of interactive multi-level video summaries
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Designing affordances for the navigation of detail-on-demand hypervideo
Proceedings of the working conference on Advanced visual interfaces
Hypervideo expression: experiences with hyper-hitchcock
Proceedings of the sixteenth ACM conference on Hypertext and hypermedia
Reinforcement learning for dynamic multimedia adaptation
Journal of Network and Computer Applications
Authoring, viewing, and generating hypervideo: An overview of Hyper-Hitchcock
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
To satisfy impatient web surfers is hard
FUN'12 Proceedings of the 6th international conference on Fun with Algorithms
Challenges in supporting non-linear and non-continuous media access in P2P systems
Proceedings of the 20th ACM international conference on Multimedia
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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Interaction with hypermedia documents is a required feature for new sophisticated yet flexible multimedia applications. This paper presents an innovative adaptive technique to stream hypervideo that takes into account user behaviour. The objective is to optimize hypervideo prefetching in order to reduce the latency caused by the network. This technique is based on a model provided by a Markov Decision Process approach. The problem is solved using two methods: classical stochastic dynamic programming algorithms and reinforcement learning. Experimental results under stochastic network conditions are very promising.