Multi-Armed Bandit Online Learning Based on POMDP in Cognitive Radio

Provided by: Science & Engineering Research Support soCiety (SERSC)
Topic: Mobility
Format: PDF
In cognitive radio, most of existing research efforts devoted to spectrum sharing have two weakness as follows. First, they are largely formulated as a Markov Decision Process (MDP), which requires a complete knowledge of channel. Second, most of the studies are online learning based on perceived channel. To solve the above problems, a new algorithm is proposed in this paper: if the authorized user exists in the current channel, second user will send conservatively in low rate, or send aggressively.

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