Interactions Between Learning and Broadcasting in Wireless Recommendation Systems
2019 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT)(2019)
摘要
We consider recommendation systems that need to operate under wireless bandwidth constraints, which is measured as the number of broadcast transmissions. We demonstrate a (tight for some instances) tradeoff between regret and bandwidth for wireless recommendations formulated in a contextual multiarmed bandit framework.
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关键词
wireless recommendation systems,wireless bandwidth constraints,broadcast transmissions,regret-bandwidth trade-off,contextual multiarmed bandit framework
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