# Search results

IEEE Transactions on Image Processing > 2017 > 26 > 9 > 4471 - 4482

_{k}has not only gradient value information but also function value information; (ii) β

_{k}≥ 0, ∀ k; (iii) the search direction generated by the presented method possesses both the sufficient descent and trust region...

IEEE Transactions on Automatic Control > 2017 > 62 > 4 > 1752 - 1767

^{2}) where k denotes the number of iterations,...

Electronics Letters > 2017 > 53 > 4 > 239 - 241

IEEE Transactions on Automatic Control > 2017 > 62 > 2 > 888 - 893

2016 IEEE 55th Conference on Decision and Control (CDC) > 1971 - 1977

_{i}ƒ

_{i}(x). Specifically, we analyze the SAGA algorithm within an Incremental First-order Oracle framework, and show that it converges to a stationary point provably faster than both gradient descent and stochastic gradient descent. We also discuss a Polyak's special class of nonconvex problems...

2016 IEEE 55th Conference on Decision and Control (CDC) > 2345 - 2350

2016 IEEE 55th Conference on Decision and Control (CDC) > 1023 - 1029

IEEE Transactions on Cybernetics > 2016 > 46 > 12 > 2837 - 2847

IEEE Transactions on Neural Networks and Learning Systems > 2016 > 27 > 12 > 2730 - 2735

IEEE Transactions on Automatic Control > 2016 > 61 > 12 > 3936 - 3947