【摘要】 分析了感知器算法解空间的几何特性,提出了一种基于解区域的感知器改进算法.若模式线性可分,可在解区域中求得较优解向量;若线性不可分,则指出不存在解区域.实验结果表明,该算法能很快判别模式是否线性可分,并能有效解决算法的收敛性问题,提高了计算速度.更多还原

【Abstract】 This paper presents an improved perception approach based on the soluble region,and puts forward a process by analyzing the geometry characteristic of the perception approach in which solve space.The algorithm could find the better soluble vector in the soluble region on condition that the pattern could distinguish on linearity separable;otherwise,it indicates that the soluble region inexistence.Consequently,it shows that the new algorithm could distinguish quickly whether the pattern will be able to separate on linearity separable,and solve convergence in all the traditions,and finally enhance the speed of calculation.更多还原