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1C3-5 Mining Contrast Concepts Representing Differences

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06月04日(Tue) 14:10〜16:10 C会場(-国際会議場202号室)
1C3 データマイニング「データマイニング-1」

演題番号1C3-5
題目Mining Contrast Concepts Representing Differences
著者Qin Gupei(IST, Hokkaido University)
Haraguchi Makoto(IST, Hokkaido University)
Okubo Yoshiaki(IST, Hokkaido University)
時間06月04日(Tue) 15:30〜15:50
概要In this paper, we are concerned with a problem of finding contrast
concepts. If someone is interested in studying the cultural
differences between different places for a common topic with much
attention according to local news reports, it is usually necessary for
him/her to read all news at those places and compare them one by
one. Obviously, the amount of news is huge and it is extremely
difficult and time-consuming. In order to help this kind of task,
we try to extract contrast concepts which represent differences
between two databases by using Formal Concept Analysis (FCA). To
reduce the complexity of constructing concept lattices, we compress
concept lattices by using Spectral clustering. We design a top-down
depth-first search algorithm equipped with branch-and-bond pruning
techniques for mining contrast concepts that drastically reduce the
computational complexity.
論文PDFファイル