Python Numpy线性代数操作

Python Numpy线性代数函数操作

1、使用dot计算矩阵乘法

import numpy as np
from numpy import ones
from __builtin__ import int

print 'Matrix multiplication'
mat23 = np.arange(1,7).reshape(2,3)
mat32 = np.arange(-1,-7,-1).reshape(3,2)
dotMatrix =  np.dot(mat32,mat23)
print dotMatrix
print np.dot(mat23,ones([3,3]))

 

2、获得方阵的对角线元素，计算方阵的迹，计算方阵的行列式

print "Get diag,trace and determinant"
print dotMatrix
dia = np.diag(dotMatrix)
print dia
print np.trace(dotMatrix)
print np.linalg.det(dotMatrix)

 

3、矩阵的转置，生成单位矩阵

print "Transpose"
print mat23
print mat23.T
print mat23.transpose()

print "eye 5"
print np.eye(5,dtype=int)