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METHODS AND APPARATUS FOR FAST IDENTIFICATION OF RELEVANT FEATURES FOR CLASSIFICATION OR REGRESSION
METHODS AND APPARATUS FOR FAST IDENTIFICATION OF RELEVANT FEATURES FOR CLASSIFICATION OR REGRESSION
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机译:快速识别用于分类或回归的相关特征的方法和装置
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摘要
In various embodiments, methods and apparatus are provided for automated selection of features of cells useful for classifying cell phenotype. The methods include determining a signal-to-noise ratio (S/N) for each of a plurality of pairs of features, rather than S/N for individual features. The approach is capable of quickly identifying a small set of features of imaged cells that are most relevant for classification of a desired cell phenotype from among a very large number of features. The small group of relevant features can then be used to more efficiently and more accurately classify phenotype of unidentified cells.
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