Portfolio Variance of a Portfolio of N Assets in Python Portfolio Variance of a Portfolio of N Assets in Python numpy numpy

Portfolio Variance of a Portfolio of N Assets in Python


np.dot(weights.T,np.dot(covar,weights))# array([[ 0.00064654]])

For 2D numpy arrays, np.dot is equivalent to matrix multiplication.

For a 2D array np.dotted with a 1D array, np.dot is equivalent to matrix-vector multiplication.

For 1D arrays, np.dot is equivalent to the inner product.

For numpy arrays, the * performs element-wise multiplication (with broadcasting if necessary).


weights.T*np.matrix(covar)*weights#matrix([[ 0.00064654]])

Alternatively, if you convert covar to a np.matrix, then * is equivalent to matrix multiplication.