Systems and methods for robust feature selection

    公开(公告)号:US11410073B1

    公开(公告)日:2022-08-09

    申请号:US15610073

    申请日:2017-05-31

    Abstract: A device may generate an objective function for determining weights for potential features corresponding to training data. The objective function may be generated using a robust loss function such that the objective function is at least continuously twice differentiable. The objective function may comprise a neighborhood component analysis objective function that includes the robust loss function. The device may determine the weights for the potential features using the objective function. The determining may comprise optimizing a value of the objective function for each potential feature. The weights may represent predictive powers of corresponding potential features. The device may provide the weights for the potential features.

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