Open AccessGeneralization Error Bounds for Optimization Algorithms via Stability
Author(s) -
Qi Meng,
Yue Wang,
Wei Chen,
Taifeng Wang,
Zhiming Ma,
Tie-Yan Liu
Publication year - 2017
Publication title -
proceedings of the ... aaai conference on artificial intelligence
Language(s) - Uncategorized
Resource type - Journals
eISSN - 2374-3468
pISSN - 2159-5399
DOI - 10.1609/aaai.v31i1.10919
Subject(s) - stochastic gradient descent , generalization , empirical risk minimization , stability (learning theory) , computer science , convergence (economics) , rate of convergence , algorithm , convex optimization , mathematical optimization , gradient descent , bounded function , mathematics , artificial intelligence , regular polygon , machine learning , artificial neural network , key (lock) , mathematical analysis , geometry , computer security , economics , economic growth