2015-8-1 优化

【Chainer下各种优化算法(SGD/AdaGrad/RMSprop/ADAM/...)比较】《Chainer Optimizer Comparison》O网页链接

【论文:面向非凸优化的递归分解(IJCAI15杰出论文)】《Recursive Decomposition for Nonconvex Optimization》 A Friesen, P Domingos (IJCAI2015)O网页链接IJCAI2015最佳论文给了 A Friesen和 P Domingos 的《Recursive Decomposition for Nonconvex Optimization》，论文观察到the local modes of the objective function有combinatorial结构, 提出用combinatorial 优化方式来解决局部最优问题。Domingos就是牛啊，多个工作都非常有开创性

【多层感知器反向传播训练过程交互可视化(XOR Example)】O网页链接

【IPN:反向传播梯度下降及其(Python)实现】《Gradient Descent with Backpropagation》O网页链接

【论文:异步随机优化算法扰动迭代分析】《Perturbed Iterate Analysis for Asynchronous Stochastic Optimization》H Mania, X Pan, D Papailiopoulos, B Recht, K Ramchandran, M Jordan (2015)O网页链接

【(Python)13行代码写神经网络(Part2 optimizing SGD)】《A Neural Network in 13 lines of Python (Part 2) - Improving our neural network by optimizing Stochastic Gradient Descent》O网页链接Part1:O网页链接

【布朗层次聚类调优】《Tuning Brown Clustering》O网页链接Paper:O网页链接

【Python调参优化库Optunity】GitHub:O网页链接Doc:O网页链接SVM with RBF kernel调参实例：O网页链接