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Incremental Personalised Summarisation with Novelty Detection, Campana+, FQAS'09, 11

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UserModelを表現する際に、従来は単語の集合などが用いられてきたが、これではContextの情報が失われてしまうことを指摘。これを解決するために、sentenceの集合で情報を持っておき、これらから構築されるAffinityGraphをユーザモデルとする手法を提案。さらに、ユーザモデルからとcandidateとの類似度を測る手法も提案(candidateとユーザモデル中のあるノードの類似度と、そのノードと他ノードとの類似度の総和を正規化したdegreeの和の最大値を類似度とする)。
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さらに、生成された要約に満足できなかったユーザは、倍の長さに要約を拡張できる機能を提案し、その際にNoveltyを考慮して要約の拡張を行う方法を提案(candidateと要約の類似度を考えるだけ)。

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