Created
July 2, 2012 19:56
-
-
Save MartinThoma/3035321 to your computer and use it in GitHub Desktop.
Cholesky-Zerlegung in Wikipedia oldid=104368978
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/usr/bin/python | |
# -*- coding: utf-8 -*- | |
def choleskyDecomposition(A): | |
""" | |
@param A: a nested list which represents a symmetric, | |
positiv definit n x n matrix. | |
@return: False if it didn't work, otherwise the matrix G | |
""" | |
n = len(A) | |
# Initialisation of G with A | |
G = [] | |
for i in xrange(n): | |
line = [] | |
for j in xrange(n): | |
line.append(float(A[i][j])) | |
G.append(line) | |
# Computation of G | |
for i in xrange(0,n): | |
for j in xrange(0, i): | |
sum = G[i][j] | |
for k in xrange(0, j-1): | |
sum -= G[i][k] * G[j][k] | |
G[j][i] = sum / G[j][j] | |
sum = G[i][i] | |
for k in xrange(0, i): | |
sum -= G[k][i]**2 | |
if sum > 0: | |
G[i][i] = sum**0.5 | |
else: | |
return False | |
return G | |
print choleskyDecomposition([[1,2],[2,1]]) # Nicht positiv definit | |
print choleskyDecomposition([[5,2],[1,1]]) # not Hermitian | |
print choleskyDecomposition([[5,2],[2,1]]) # should be [[sqrt(5), 2/sqrt(5)],[0, 1/sqrt(5)]] |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment