Convergence of an online gradient method for feedforward neural networks with stochastic inputs

Convergence of learning algorithms with constant learning rates

Chi-Bang Kuan, Kurt Hornik · IEEE Transactions on Neural Networks · 1991 · 141 citations · Full text

Computing, Computer Science, Mathematics +10

Diffusion Approximations for the Constant Learning Rate Backpropagation Algorithm and Resistance to Local Minima

William Finnoff · Neural Computation · 1994 · 59 citations

Computing, Computer Science, Algorithms +14

Training Multilayer Perceptrons Via Minimization of Sum of Ridge Functions

Wei Wu, Guorui Feng, Xin Li · Advances in Computational Mathematics · 2002 · 54 citations

Computing, Computer Science, Machine Learning +12

Deterministic convergence of an online gradient method for neural networks

Wei Wu, Yuesheng Xu · Journal of Computational and Applied Mathematics · 2002 · 43 citations

Computing, Computer Science, Mathematics +15