12 research outputs found

    Algorithmic Stability Theory

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    The notion of Stability [1\u20133] allows to answer a fundamental question in learning theory: which are the properties that a learning algorithm A should fulfill in order to achieve good generalization performance? Stability answers this question in a very intuitive way: if A selects similar models, even if the training data are (slightly) modified, then we can be confident that the learning algorithm is stable

    Fruits and Vegetables of Moderate Climate

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