#coding:utf-8
'''
向量操作
'''
from functools import reduce
def vector_add(v,w):
return[v_i + w_i for v_i,w_i in zip(v,w)]
def vector_subtract(v,w):
return[v_i - w_i for v_i,w_i in zip(v,w)]
def vector_sum(vectors):
result = vectors[0]
for vector in vectors[1:]:
result = vector_add(result,vector)
return result
def vector_sum2(vectors):
return reduce(vector_add,vectors)
def scalar_multiply(c, v):
return [c * v_i for v_i in v]
def vector_mean(vectors):
n = len(vectors)
return scalar_multiply(1/n,vector_sum(vectors))
def dot(v,w):
return sum(v_i * w_i for v_i,w_i in zip(v,w))
def sum_of_squares(v):
return dot(v,v)
# 计算向量大小
import math
def magnitude(v):
return math.sqrt(sum_of_squares(v))
# 计算两个向量的距离
def squared_distance(v,w):
return sum_of_squares(vector_subtract(v,w))
def distance(v,w):
return math.sqrt(squared_distance(v,w))
v = [1,2,3,4,5,6,7,8,9]
w = [10,11,12,13,14,15,16,17,18]
print('vector add:',vector_add(v,w))
print('vector subtract:',vector_subtract(v,w))
print('vector sum:',vector_sum([v,w]))
print('vector sum2:',vector_sum2([v,w]))
print('vector mean:',vector_mean([v,w]))
print('vector dot:',dot(v,w))
print('vector sum of square:',sum_of_squares(v))
print('magnitude:',magnitude(v))
print('squared distance:',squared_distance(v,w))
print('distance:',distance(v,w))
Python实例:向量基本操作
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转载自my.oschina.net/wujux/blog/1790039
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