  We introduce in this paper an algorithm named Contextuel-E-Greedy that
tackles the dynamicity of the user's content. It is based on dynamic
exploration/exploitation tradeoff and can adaptively balance the two aspects by
deciding which situation is most relevant for exploration or exploitation. The
experimental results demonstrate that our algorithm outperforms surveyed
algorithms.
