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A learning algorithm for the Whittle index policy for scheduling web crawlers

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Abstract

We revisit the Whittle index policy for scheduling web crawlers for ephemeral content proposed in Avrachenkov and Borkar, IEEE Trans. Control of Network Systems 5(1), 2016, and develop a reinforcement learning scheme for it based on LSPE(0). The scheme leverages the known structural properties of the Whittle index policy.
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Dates and versions

hal-02416599 , version 1 (17-12-2019)

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Konstantin Avrachenkov, Vivek S Borkar. A learning algorithm for the Whittle index policy for scheduling web crawlers. Allerton 2019 - 57th Annual Conference on Communication, Control, and Computing, Sep 2019, Monticello, France. pp.1001-1006, ⟨10.1109/ALLERTON.2019.8919743⟩. ⟨hal-02416599⟩
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