Dimension Reduction for Outlier Detection Using DOBIN
收藏DataCite Commons2021-09-29 更新2024-07-28 收录
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https://tandf.figshare.com/articles/dataset/Dimension_reduction_for_outlier_detection_using_DOBIN/12844487/2
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资源简介：
This article introduces DOBIN, a new approach to select a set of basis vectors tailored for outlier detection. DOBIN has a simple mathematical foundation and can be used as a dimension reduction tool for outlier detection tasks. We demonstrate the effectiveness of DOBIN on an extensive data repository, by comparing the performance of outlier detection methods using DOBIN and other bases. We further illustrate the utility of DOBIN as an outlier visualization tool. The R package <i>dobin</i> implements this basis construction. Supplementary materials for this article are available online.
提供机构：
Taylor & Francis
创建时间：
2020-09-28
