This is a program of Back

提出了基于最小化估计的泛化误差界非优化估计方法。目前大多数的核参数选择方法都是通过极小化了来得到最优参数值，但是求解优化问题的计算代价相当的大，并且不能很好地体现数据的分布特征。本文采用非优化技术，通过极小化泛化误差来优化核及相关参数，由于直接计算最小半径和最大间隔，避免了对优化问题的直接求解，因此可以很好地降低计算代价。并且该方法直接从样本出发，可以很好地体现数据的分布特征，不管数据分布是否均匀都可以适用。给出了基于凸包估计的SVM核选择的模型及实现算法。 -Proposed based on minimizing the estimated generalization error bound of the non-optimal estimation method. Most of the nuclear parameter selection methods are to get the best by minimizing the parameter values, but the computational cost for solving optimization problems is quite large, and can not properly reflect the distribution characteristics of the data. In this paper, the non-optimization technology, by minimizing the generalization error to optimize the nuclear and related parameters, due to the direct calculation of the minimum radius and maximum interval, avoiding the direct solution of the optimization problem, it can very well reduce the computation cost. And that the method directly from the sample one can well reflect the distribution chara

这个程序是一个六子棋对弈引擎，采用六子棋标准对弈协议，在对弈平台下可以实现人机对弈或者程序间对弈。具有较好的棋力。-This procedure is a sub-six chess game engine, the use of six sub-standard chess game agreement, in the game platform can be achieved between man-machine chess game or program.棋力good.

进化策略进行函数寻优Evolutionary function optimization strategy-Evolutionary function optimization strategy

遗传算法进行优化神经网络结构-genetic algorithm optimization neural network architecture! !

网络为３层结构，输入层为６个神经元，隐含层为４个神经元，输出层为１个神经元，当输入层为中心对称样本 1，0，0，0，0，1等时，网络输出为1，否则输出为0。-network of three-layer structure, input layer to six neurons to the hidden layer 4 neurons, the output layer to a neuron, when the input layer to the center symmetry samples such as 1,0,0,0,0,1, the output of a network, the output is 0.

这是一个朋友做的人脸检测软件，是基于OpenCV 做的，很具有参考价值-This is a friend to do face detection software is based on OpenCV do, it is very valuable reference

一个支持向量机的工具箱。包括2类分类算法与回归算法。-A Support Vector Machine Toolbox. Including Category 2 classification algorithm with the regression algorithm.

单神经元pid源码实现，对初学的朋友很有帮助-The program can realize single neural pid with MATLAB.The algorithm is simple and easy to understand.

FP-GROWTH算法实现数据挖掘中的关联规则-FP-GROWTH data mining algorithm of association rules

Wavelets, Approximation and Statistical Applications-Wavelets. Approximation and Statistical Applications