Inner Product Space Based on Fuzzy Neighborhoods for Text Data Analysis
Copyright policy ) KAWASAKI, Yuichi; MIYAMOTO, Sadaaki;
Inner Product Space Based on Fuzzy Neighborhoods for Text Data Analysis
ファジィ近傍モデルはテキストデータ解析のための手法である．既存手法であるベクトル空間法は，用語の出現頻度によってベクトル空間を生成するためのテキストの構造を反映していないと考えられるが，ファジィ近傍モデルはテキストのシーケンス構造を表現でき，さらにベクトル空間法やファジィ同値関係によるモデルの一般化となっている．この手法の利点は，ファジィ近傍に基づく正定値カーネルを生成できることである．これによりカーネルc-平均法やカーネル主成分分析など既存のテキスト分析手法を適用できる．この手法を用いて，新聞記事と医療因子インシデントレポートの２つの実データを解析した結果を示す．
- University of Tsukuba Japan
ファジィ同値関係, カーネル関数, Fuzzy Neighborhood, Kernel Function, Kernel PCA, ファジィ近傍, Fuzzy Equivalence Relation
ファジィ同値関係, カーネル関数, Fuzzy Neighborhood, Kernel Function, Kernel PCA, ファジィ近傍, Fuzzy Equivalence Relation
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These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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