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list manipulation - Elegant operations on matrix rows and columns


Question


The Mathematica tutorial has a section 'Basic Matrix Operations', describing operations like transpose, inverse and determinant. These operations all work on entire matrices. I am missing a section on basic operations on matrix rows / columns.



For example:



  1. Extracting a row from a matrix

  2. Inserting a row into a matrix

  3. Adding two rows within a matrix together

  4. Swapping two rows

  5. Multiplying a row with a number


And similar for columns.


What is the most elegant way to implementation of these operations? Speed is not important for me, but simplicity is.



Summary


Here I summarize my personal taste. I will update it whenever someone suggests a way I like more.


m = Range@12 ~Partition~ 3;
m // MatrixForm

$\begin{pmatrix} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \\ 10 & 11 & 12 \end{pmatrix}$


Insert a column at position 2:


v = Range[21, 24];
Insert[m // Transpose, v, 2] // Transpose // MatrixForm


$\begin{pmatrix} 1 & 21 & 2 & 3 \\ 4 & 22 & 5 & 6 \\ 7 & 23 & 8 & 9 \\ 10 & 24& 11 & 12 \end{pmatrix}$


Extract row / column


Extract row 2:


m[[2]]

$(4,5,6)$


Extract column 2


m[[All, 2]] // MatrixForm

$\begin{pmatrix}2\\5\\8\\11\end{pmatrix}$



Insert a row / column


Insert a row at position 2:


v = Range[13, 15];
Insert[m, v, 2] // MatrixForm

$\begin{pmatrix} 1 & 2 & 3 \\ 13 & 14 & 15 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \\ 10 & 11 & 12 \end{pmatrix}$


Adding two rows / columns


column 3 = column 3 + column 1:


m2 = m;  
m2[[All, 3]] += m2[[All, 1]];

m2 // MatrixForm

$\begin{pmatrix} 1 & 2 & 4 \\ 4 & 5 & 10 \\ 7 & 8 & 16 \\ 10 & 11 & 22 \end{pmatrix}$


row 2 = row 2 + row 3:


m2 = m;
m2[[2]] += m2[[3]];
m2 // MatrixForm

$\begin{pmatrix} 1 & 2 & 3 \\ 11 & 13 & 15 \\ 7 & 8 & 9 \\ 10 & 11 & 12 \end{pmatrix}$


Swapping rows / columns



Swap row 1 and row 3:


m2 = m;
m2[[{1, 3}]] = m2[[{3, 1}]];
m2 // MatrixForm

$\begin{pmatrix} 7 & 8 & 9 \\ 4 & 5 & 6 \\ 1 & 2 & 3 \\ 10 & 11 & 12 \end{pmatrix}$


Swap column 1 and 3:


m2[[All, {1, 3}]] = m2[[All, {3, 1}]];
m2 // MatrixForm


$\begin{pmatrix} 3 & 2 & 1 \\ 6 & 5 & 4 \\ 9 & 8 & 7 \\ 12 & 11 & 10 \end{pmatrix}$


Multiplying rows / columns


Multiply row 2 with 2:


m*{1, 2, 1, 1} // MatrixForm

$\begin{pmatrix} 1 & 2 & 3 \\ 8 & 10 & 12 \\ 7 & 8 & 9 \\ 10 & 11 & 12 \end{pmatrix}$


Multiply column 1 with 5:


 ((m // Transpose)*{5, 1, 1}) // Transpose // MatrixForm

$\begin{pmatrix} 5 & 2 & 3 \\ 20 & 5 & 6 \\ 35 & 8 & 9 \\ 50 & 11 & 12 \end{pmatrix}$



References




Answer



I like to use Part even when I don't want to modify the original matrix. This of course requires making a copy but it keeps syntax more consistent.


adding column one to column three:


m = Range@12 ~Partition~ 3;
m // MatrixForm

$\left( \begin{array}{ccc} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \\ 10 & 11 & 12 \end{array} \right)$


m2 = m;


m2[[All, 3]] += m2[[All, 1]];

m2 // MatrixForm

$\left( \begin{array}{ccc} 1 & 2 & 4 \\ 4 & 5 & 10 \\ 7 & 8 & 16 \\ 10 & 11 & 22 \end{array} \right)$


With an external vector:


v = {-1, -2, -3, -4};

m2 = m;


m2[[All, 3]] += v;

m2 // MatrixForm

$\left( \begin{array}{ccc} 1 & 2 & 2 \\ 4 & 5 & 4 \\ 7 & 8 & 6 \\ 10 & 11 & 8 \end{array} \right)$


swapping rows and columns:


m2 = m;

m2[[{1, 3}]] = m2[[{3, 1}]];


m2 // MatrixForm

$\left( \begin{array}{ccc} 7 & 8 & 9 \\ 4 & 5 & 6 \\ 1 & 2 & 3 \\ 10 & 11 & 12 \end{array} \right)$


m2 = m;

m2[[All, {1, 3}]] = m2[[All, {3, 1}]];

m2 // MatrixForm


$\left( \begin{array}{ccc} 3 & 2 & 1 \\ 6 & 5 & 4 \\ 9 & 8 & 7 \\ 12 & 11 & 10 \end{array} \right)$




Simultaneous row-and-column operations


Part is capable of working with rows and columns simultaneously(1).


We can operate on (or replace) a contiguous sub-array:


m2 = m;

m2[[3 ;;, 2 ;;]] /= 5;

m2 // MatrixForm


$\left( \begin{array}{ccc} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & \frac{8}{5} & \frac{9}{5} \\ 10 & \frac{11}{5} & \frac{12}{5} \\ \end{array} \right)$


Or a disjoint specification:


m2 = m;

m2[[{1, 2, 4}, {1, 3}]] = 0;

m2 // MatrixForm

$\left( \begin{array}{ccc} 0 & 2 & 0 \\ 0 & 5 & 0 \\ 7 & 8 & 9 \\ 0 & 11 & 0 \\ \end{array} \right)$



Or construct a new array from constituent parts in arbitrary order:


mx = BoxMatrix[2] - 1;

mx[[{1, 2, 5, 4}, {4, 5, 1}]] = m;

mx // MatrixForm

$\left( \begin{array}{ccccc} 3 & 0 & 0 & 1 & 2 \\ 6 & 0 & 0 & 4 & 5 \\ 0 & 0 & 0 & 0 & 0 \\ 12 & 0 & 0 & 10 & 11 \\ 9 & 0 & 0 & 7 & 8 \\ \end{array} \right)$


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