Piece-wise quadratic approximations of arbitrary error functions for fast and robust machine learning
نویسندگان
چکیده
منابع مشابه
Piece-wise quadratic approximations of arbitrary error functions for fast and robust machine learning
Most of machine learning approaches have stemmed from the application of minimizing the mean squared distance principle, based on the computationally efficient quadratic optimization methods. However, when faced with high-dimensional and noisy data, the quadratic error functionals demonstrated many weaknesses including high sensitivity to contaminating factors and dimensionality curse. Therefor...
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ژورنال
عنوان ژورنال: Neural Networks
سال: 2016
ISSN: 0893-6080
DOI: 10.1016/j.neunet.2016.08.007