diff --git a/docs.html b/docs.html
index 7de14e0f..781def2e 100644
--- a/docs.html
+++ b/docs.html
@@ -2004,7 +2004,7 @@ All elements are treated as zero by default (ie. the matrix is initialised to co
-Non-zero elements are stored in compressed sparse column (CSC) format (ie. column-major ordering);
+Non-zero elements are stored in compressed sparse column (CSC) format (ie. column-major ordering);
zero-valued elements are never stored
@@ -2036,7 +2036,7 @@ For form 4,
rowind is a dense column vector of type uvec containing the row indices of the values to be inserted,
and
colptr is a dense column vector of type uvec (with length n_cols + 1) containing indices of values corresponding to the start of new columns;
-the vectors correspond to the arrays used by the compressed sparse column format;
+the vectors correspond to the arrays used by the compressed sparse column format;
this form is useful for copying data from other CSC sparse matrix containers
@@ -2131,7 +2131,7 @@ See also:
SpCol class (TODO: add to documentation)
SpRow class (TODO: add to documentation)
-->
-Sparse Matrix in Wikipedia
+Sparse Matrix in Wikipedia
Mat class (dense matrix)
@@ -3017,8 +3017,8 @@ See also:
.ones()
.zeros()
size()
-uniform distribution in Wikipedia
-normal distribution in Wikipedia
+uniform distribution in Wikipedia
+normal distribution in Wikipedia
@@ -3114,8 +3114,8 @@ See also:
.fill()
.transform()
element access
-function object at Wikipedia
-C++11 lambda functions at Wikipedia
+function object at Wikipedia
+C++11 lambda functions at Wikipedia
lambda function at cprogramming.com
@@ -3318,8 +3318,8 @@ See also:
element access
overloaded operators
miscellaneous element-wise functions (exp, log, sqrt, square, round, ...)
-function object at Wikipedia
-C++11 lambda functions at Wikipedia
+function object at Wikipedia
+C++11 lambda functions at Wikipedia
lambda function at cprogramming.com
@@ -3389,8 +3389,8 @@ See also:
.each_slice()
element access
miscellaneous element-wise functions (exp, log, sqrt, square, round, ...)
-function object at Wikipedia
-C++11 lambda functions at Wikipedia
+function object at Wikipedia
+C++11 lambda functions at Wikipedia
lambda function at cprogramming.com
@@ -6355,7 +6355,7 @@ See also:
.is_symmetric()
.is_diagmat()
Triangular matrix in MathWorld
-Triangular matrix in Wikipedia
+Triangular matrix in Wikipedia
@@ -7792,7 +7792,7 @@ arma_rng::set_seed_random(); // set the seed to a random value
shuffle()
sprandu()
size()
-uniform distribution in Wikipedia
+uniform distribution in Wikipedia
@@ -7877,7 +7877,7 @@ arma_rng::set_seed_random(); // set the seed to a random value
.imbue()
sprandn()
size()
-normal distribution in Wikipedia
+normal distribution in Wikipedia
@@ -7970,7 +7970,7 @@ fmat B2 = randg<fmat>(10, 10, distr_param(2,1));
chi2rnd()
.imbue()
size()
-gamma distribution in Wikipedia
+gamma distribution in Wikipedia
@@ -8177,8 +8177,8 @@ sp_mat A = sprandu<sp_mat>(100, 200, 0.1);
randu()
randn()
size()
-uniform distribution in Wikipedia
-normal distribution in Wikipedia
+uniform distribution in Wikipedia
+normal distribution in Wikipedia
@@ -8216,8 +8216,8 @@ mat Y = circ_toeplitz(A);
See also:
@@ -8733,7 +8733,7 @@ See also:
inv()
solve()
condition number in MathWorld
-condition number in Wikipedia
+condition number in Wikipedia
@@ -8840,7 +8840,7 @@ vec c = cross(a,b);
See also:
@@ -8979,7 +8979,7 @@ See also:
log_det()
rcond()
determinant in MathWorld
-determinant in Wikipedia
+determinant in Wikipedia
@@ -9134,7 +9134,7 @@ vec b = diff(a);
See also:
@@ -9213,7 +9213,7 @@ See also:
@@ -9257,7 +9257,7 @@ See also:
logmat()
sqrtmat()
miscellaneous element-wise functions
-matrix exponential in Wikipedia
+matrix exponential in Wikipedia
matrix exponential in MathWorld
Nineteen Dubious Ways to Compute the Exponential of a Matrix, Twenty-Five Years Later
@@ -9311,7 +9311,7 @@ See also:
.is_symmetric()
.is_hermitian()
miscellaneous element-wise functions
-matrix exponential in Wikipedia
+matrix exponential in Wikipedia
matrix exponential in MathWorld
Nineteen Dubious Ways to Compute the Exponential of a Matrix, Twenty-Five Years Later
@@ -9532,7 +9532,7 @@ See also:
.replace()
.has_nan()
constants (pi, nan, inf, ...)
-NaN in Wikipedia
+NaN in Wikipedia
@@ -10096,7 +10096,7 @@ See also:
repmat()
repelem()
Kronecker product in MathWorld
-Kronecker product in Wikipedia
+Kronecker product in Wikipedia
@@ -10168,7 +10168,7 @@ See also:
rcond()
cx_double
determinant in MathWorld
-determinant in Wikipedia
+determinant in Wikipedia
@@ -10220,7 +10220,7 @@ See also:
log_det()
rcond()
determinant in MathWorld
-determinant in Wikipedia
+determinant in Wikipedia
@@ -10514,9 +10514,9 @@ See also:
normalise()
vectorise()
dot()
-vector norm in Wikipedia
+vector norm in Wikipedia
vector norm in MathWorld
-matrix norm in Wikipedia
+matrix norm in Wikipedia
matrix norm in MathWorld
@@ -10566,7 +10566,7 @@ See also:
norm()
norm_dot()
Normalised vector in MathWorld
-Unit vector in Wikipedia
+Unit vector in Wikipedia
@@ -10803,7 +10803,7 @@ See also:
orth()
datum::eps
Rank in MathWorld
-Rank in Wikipedia
+Rank in Wikipedia
@@ -11656,7 +11656,7 @@ mat C = symmatl(A);
trimatu() / trimatl()
.is_symmetric()
.is_hermitian()
-Symmetric matrix in Wikipedia
+Symmetric matrix in Wikipedia
@@ -11854,7 +11854,7 @@ mat LL = trimatl(A, -1); // omit the main diagonal
diagmat()
nonzeros()
Triangular matrix in MathWorld
-Triangular matrix in Wikipedia
+Triangular matrix in Wikipedia
@@ -12582,8 +12582,8 @@ See also:
.is_symmetric()
.is_hermitian()
eigen decomposition in MathWorld
-eigenvalues & eigenvectors in Wikipedia
-divide & conquer eigenvalue algorithm in Wikipedia
+eigenvalues & eigenvectors in Wikipedia
+divide & conquer eigenvalue algorithm in Wikipedia
@@ -12659,7 +12659,7 @@ See also:
schur()
eigs_gen()
eigen decomposition in MathWorld
-eigenvalues & eigenvectors in Wikipedia
+eigenvalues & eigenvectors in Wikipedia
@@ -12719,7 +12719,7 @@ See also:
eig_sym()
qz()
eigen decomposition in MathWorld
-eigenvalues & eigenvectors in Wikipedia
+eigenvalues & eigenvectors in Wikipedia
@@ -12870,7 +12870,7 @@ See also:
trimatu() / trimatl()
powmat()
matrix inverse in MathWorld
-invertible matrix in Wikipedia
+invertible matrix in Wikipedia
@@ -12966,9 +12966,9 @@ See also:
eig_sym()
.is_sympd()
matrix inverse in MathWorld
-invertible matrix in Wikipedia
+invertible matrix in Wikipedia
positive definite matrix in MathWorld
-positive definite matrix in Wikipedia
+positive definite matrix in Wikipedia
@@ -13023,7 +13023,7 @@ mat B = P.t()*L*U;
See also:
@@ -13085,7 +13085,7 @@ See also:
svd()
rank()
datum::eps
-Orthonormal basis in Wikipedia
+Orthonormal basis in Wikipedia
@@ -13144,7 +13144,7 @@ See also:
svd()
rank()
datum::eps
-Orthonormal basis in Wikipedia
+Orthonormal basis in Wikipedia
@@ -13287,8 +13287,8 @@ See also:
qr_econ()
chol()
orth()
-orthogonal matrix in Wikipedia
-QR decomposition in Wikipedia
+orthogonal matrix in Wikipedia
+QR decomposition in Wikipedia
QR decomposition in MathWorld
@@ -13330,8 +13330,8 @@ qr_econ(Q, R, X);
See also:
@@ -13578,7 +13578,7 @@ See also:
syl()
spsolve() - solve sparse system of linear equations
linear system of equations in MathWorld
-system of linear equations in Wikipedia
+system of linear equations in Wikipedia
band matrix in Wikipedia
definiteness of a matrix in Wikipedia
positive definite matrix in MathWorld
@@ -13658,7 +13658,7 @@ See also:
eig_sym()
princomp()
svds()
-singular value decomposition in Wikipedia
+singular value decomposition in Wikipedia
singular value decomposition in MathWorld
@@ -13738,7 +13738,7 @@ See also:
eig_sym()
princomp()
svds()
-singular value decomposition in Wikipedia
+singular value decomposition in Wikipedia
singular value decomposition in MathWorld
@@ -13782,7 +13782,7 @@ syl(X2, A, B, C);
See also:
@@ -13917,7 +13917,7 @@ See also:
.is_symmetric()
shift-invert mode in ARPACK
eigen decomposition in MathWorld
-eigenvalues & eigenvectors in Wikipedia
+eigenvalues & eigenvectors in Wikipedia
@@ -14045,7 +14045,7 @@ See also:
svds()
shift-invert mode in ARPACK
eigen decomposition in MathWorld
-eigenvalues & eigenvectors in Wikipedia
+eigenvalues & eigenvectors in Wikipedia
@@ -14194,7 +14194,7 @@ See also:
SuperLU home page
linear system of equations in MathWorld
-system of linear equations in Wikipedia
+system of linear equations in Wikipedia
@@ -14286,7 +14286,7 @@ See also:
eigs_gen()
eigs_sym()
svd()
-singular value decomposition in Wikipedia
+singular value decomposition in Wikipedia
singular value decomposition in MathWorld
@@ -14360,8 +14360,8 @@ See also:
cor()
interp1()
Convolution in MathWorld
-Convolution in Wikipedia
-FIR filter in Wikipedia
+Convolution in Wikipedia
+FIR filter in Wikipedia
@@ -14414,8 +14414,8 @@ See also:
fft2()
interp2()
Convolution in MathWorld
-Convolution in Wikipedia
-Kernel (image processing) in Wikipedia
+Convolution in Wikipedia
+Kernel (image processing) in Wikipedia
@@ -14469,7 +14469,7 @@ See also:
conv()
real()
fast Fourier transform in MathWorld
-fast Fourier transform in Wikipedia
+fast Fourier transform in Wikipedia
@@ -14515,7 +14515,7 @@ See also:
conv2()
real()
fast Fourier transform in MathWorld
-fast Fourier transform in Wikipedia
+fast Fourier transform in Wikipedia
@@ -15353,7 +15353,7 @@ See also:
eig_sym()
svd()
svd_econ()
-principal components analysis in Wikipedia
+principal components analysis in Wikipedia
@@ -15421,7 +15421,7 @@ See also:
normcdf()
randn()
gmm_diag / gmm_full - model and evaluate data using Gaussian Mixture Models (GMMs)
-normal distribution in Wikipedia
+normal distribution in Wikipedia
@@ -15497,7 +15497,7 @@ See also:
@@ -15541,7 +15541,7 @@ See also:
normpdf()
quantile()
randn()
-normal distribution in Wikipedia
+normal distribution in Wikipedia
cumulative distribution function in Wikipedia
@@ -16245,9 +16245,9 @@ means.print("means:");
gmm_diag / gmm_full - model and evaluate data using Gaussian Mixture Models (GMMs)
statistics functions
running_stat_vec
-k-means clustering in Wikipedia
+k-means clustering in Wikipedia
k-means clustering in MathWorld
-OpenMP in Wikipedia
+OpenMP in Wikipedia
@@ -16930,15 +16930,15 @@ model.save("my_model.gmm");
kmeans()
covariance matrix in Wikipedia
covariance matrix in MathWorld
-Mahalanobis distance in Wikipedia
-multivariate normal distribution in Wikipedia
-mixture model in Wikipedia
-k-means clustering in Wikipedia
+Mahalanobis distance in Wikipedia
+multivariate normal distribution in Wikipedia
+mixture model in Wikipedia
+k-means clustering in Wikipedia
k-means clustering in MathWorld
-Expectation-Maximisation algorithm in Wikipedia
+Expectation-Maximisation algorithm in Wikipedia
maximum likelihood in MathWorld
-vector quantisation in Wikipedia
-OpenMP in Wikipedia
+vector quantisation in Wikipedia
+OpenMP in Wikipedia
@@ -17524,8 +17524,8 @@ See also: