Fast Ad-Hoc Search Algorithm for Personalized PageRank

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چکیده

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Fast Ad-Hoc Search Algorithm for Personalized PageRank

あらまし Personalized PageRank (PPR) はグラフにおけるノード間の代表的な類似度であり,PPR に対 するノードの検索は多くのアプリケーションにおいて用いられている.多くのアプリケーションにおいてグラフ は動的に変化する性質があるなどの理由から,PPR に対してアドホックな検索が行えることが望ましい.アド ホックな検索とは,検索を行うごとに検索対象のグラフやパラメータを変えながら検索を行うことである.しか しグラフのサイズが大きくなるとアドホックに検索を行う計算コストが高くなるという問題がある.過去にも PPR の計算コストを低減するためにさまざまな手法が提案されてきた.しかしそれらの手法は事前計算が必要 であったり,近似的な検索結果になるなどの理由から有効にアドホックな検索を行えないという問題があった. 本論文では PPR に対してアドホックな検索を行う高...

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ژورنال

عنوان ژورنال: IEICE Transactions on Information and Systems

سال: 2017

ISSN: 0916-8532,1745-1361

DOI: 10.1587/transinf.2016awi0002