Piecewise convexity of artificial neural networks
نویسندگان
چکیده
منابع مشابه
Piecewise convexity of artificial neural networks
Although artificial neural networks have shown great promise in applications including computer vision and speech recognition, there remains considerable practical and theoretical difficulty in optimizing their parameters. The seemingly unreasonable success of gradient descent methods in minimizing these non-convex functions remains poorly understood. In this work we offer some theoretical guar...
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ژورنال
عنوان ژورنال: Neural Networks
سال: 2017
ISSN: 0893-6080
DOI: 10.1016/j.neunet.2017.06.009