# (lispkit math matrix)

Library `(lispkit math matrix)` provides abstractions for representing vectors, matrices and for performing vector and matrix arithmetics. A matrix is a rectangular array of numbers. The library supports common matrix operations such as matrix addition, subtraction, and multiplication. There are operations to create matrices and to manipulate matrix objects. Furthermore, there is support to compute matrix determinants and to transpose and invert matrices. Matrices can be transformed into reduced row echelon form and matrix ranks can be determined.

***

**matrix-type-tag** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-bdc0997c38ced7c944ea089918006133f1a4052f%2Fconst.png?alt=media" alt="" data-size="line">

Symbol representing the `matrix` type. The `type-for` procedure of library `(lispkit type)` returns this symbol for all matrix objects.

**(make-matrix&#x20;*****m n*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a new matrix with *m* rows and *n* columns.

**(matrix&#x20;*****rows*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">\
\&#xNAN;**(matrix&#x20;*****row0 row1 ...*****)**

Returns a new matrix consisting of the given rows. Either *rows* is a list of list or numbers, or it is a vector of vectors of numbers. Instead of specifying one *rows* argument, it is also possible to provide the rows *row0*, *row1*, etc. as individual arguments to procedure `matrix`.

```scheme
(display (matrix->string
           (matrix '(1 2 3) '(4 5 6))))
⇒  ⎛1 2 3⎞
   ⎝4 5 6⎠
```

**(identity-matrix&#x20;*****n*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a new identity matrix with `n` rows and columns.

```scheme
(display (matrix->string
           (identity-matrix 3)))
⇒  ⎛1 0 0⎞
   ⎜0 1 0⎟
   ⎝0 0 1⎠
```

**(matrix-copy&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a copy of *matrix*.

**(matrix-eliminate&#x20;*****matrix i j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a copy of *matrix* with row *i* and column *j* removed.

**(matrix-normalize&#x20;*****obj*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a normalized version of *obj*, representing 1\*1 matrices and vectors of length 1 as a number, and m\*1 and 1\*n matrices as a vector.

**(matrix?&#x20;*****obj*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *obj* is a matrix object, otherwise `#f` is returned.

**(matrix-vector?&#x20;*****obj*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *obj* is a vector of numbers.

**(matrix-zero?&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *matrix* is a zero matrix, i.e. all its elements are zero.

**(matrix-square?&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *matrix* is a square matrix, i.e. it has size *n\*n*.

**(matrix-identity?&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *matrix* is an identity matrix, i.e. it has `1` at the positions *(i, i)* and all other elements are zero.

**(matrix-symmetric?&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *matrix* is symmetric, i.e. *matrix* is equal to its transposed matrix.

**(matrix-dimensions?&#x20;*****matrix m n*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if *matrix* is a matrix of the given dimensions. *m* is the number of rows, *n* is the number of columns.

**(matrix=?&#x20;*****m0 m1 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns `#t` if all matrices *m0*, *m1*, ... are equal to each other, otherwise `#f` is returned.

**(matrix-size&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the size of *matrix* as a pair whose car is the number of rows and cdr is the number of columns.

**(matrix-rows&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the number of rows of *matrix*.

**(matrix-columns&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the number of columns of *matrix*.

**(matrix-row&#x20;*****matrix i*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns row *i* of *matrix* as a vector.

**(matrix-column&#x20;*****matrix j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns column *j* of *matrix* as a vector.

**(matrix->vector&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns *matrix* as a vector of vectors.

**(matrix-row->list&#x20;*****matrix i*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns row *i* of *matrix* as a list.

**(matrix-column->list&#x20;*****matrix j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns column *j* of *matrix* as a list.

**(matrix->list&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns *matrix* as a list of lists.

**(matrix-column-swap!&#x20;*****matrix j k*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Swaps columns *j* and *k* of *matrix*.

**(matrix-row-swap!&#x20;*****matrix i k*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Swaps rows `i` and `k` of `matrix`.

**(matrix-ref&#x20;*****matrix i j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the *j*-th element of the *i*-th row of *matrix*.

**(matrix-set!&#x20;*****matrix i j x*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Sets the *j*-th element of the *i*-th row of *matrix* to *x*.

**(matrix-for-each&#x20;*****f matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Invokes *f* for every element of *matrix*. *f* is a procedure taking three arguments: the row, the column, and the element at this position. The traversal order is by row, from left to right.

**(matrix-fold&#x20;*****f z matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Folds the matrix elements row by row from left to right, invoking *f* with the accumulator, the row, the column and the element at this position.

**(matrix-transpose&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns *matrix* in transposed form.

```scheme
(define m (matrix '(1 2 3) '(4 5 6)))
(display (matrix->string
           (matrix-transpose m)))
⇒  ⎛1 4⎞
   ⎜2 5⎟
   ⎝3 6⎠
```

**(matrix-sum!&#x20;*****matrix m0 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Sums up *matrix* and all matrices *m0*, ... storing the result in *matrix*.

**(matrix-difference!&#x20;*****matrix m0 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Subtracts the matrices *m0, ...* from *matrix*, storing the result in *matrix*.

**(matrix-add&#x20;*****m0 m1 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the sum of matrices or vectors *m0, m1, ...*

**(matrix-subtract&#x20;*****m0 m1 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the difference of matrix or vector *m0* and the matrices or vectors *m1, ...* This procedure also supports vector differences.

**(matrix-mult&#x20;*****m0 m1 ...*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the matrix product *m0* \* *m1* \* *...* or the dot product if *m0*, *m1*, ... are vectors.

**(matrix-minor&#x20;*****matrix i j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a minor of *matrix* by removing row *i* and column *j* and computing the determinant of the remaining matrix. *matrix* needs to be a square matrix.

**(matrix-cofactor&#x20;*****matrix i j*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns a minor of *matrix* by removing row *i* and column *j* and computing the determinant of the remaining matrix. The result is negative if the sum of *i* and *j* is odd. *matrix* needs to be a square matrix.

**(matrix-determinant&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the determinant of *matrix*. *matrix* needs to be a square matrix.

**(matrix-inverse&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the inverse of *matrix* if it exists. If it does not exist, `#f` is being returned. *matrix* needs to be a square matrix.

```scheme
(define a (matrix '(1 2 3) '(0 1 0) '(1 1 0)))
(define b (matrix-inverse a))
(matrix-identity? (matrix-mult a b))  ⇒  #t
```

**(matrix-row-echelon!&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the reduced row echelon matrix of `matrix` by continuously applying *Gaussian Elimination*.

```scheme
(define m (matrix '(5 -6 -7   7)
                  '(6 -4 10 -34)
                  '(2  4 -3  29)))
(matrix-row-echelon! m)
(display (matrix->string m))
⇒  ⎛1 0 0  2⎞
   ⎜0 1 0  4⎟
   ⎝0 0 1 -3⎠
```

**(matrix-rank&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">

Returns the rank of *matrix*. The rank of *matrix* is the dimension of the vector space generated by its columns. This corresponds to the maximal number of linearly independent columns of *matrix*.

**(matrix->string&#x20;*****matrix*****)** <img src="https://1467949168-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fna2foeoaXHYkSD3fhs0t%2Fuploads%2Fgit-blob-d20368c588cfbb523beb2fae4f8be0f8ef011884%2Fproc.png?alt=media" alt="" data-size="line">\
\&#xNAN;**(matrix->string&#x20;*****matrix len*****)**\
\&#xNAN;**(matrix->string&#x20;*****matrix len prec*****)**\
\&#xNAN;**(matrix->string&#x20;*****matrix len prec noexp*****)**

Returns a multi-line string representation of *matrix*. The elements *x* of *matrix* are converted into a string by invoking `(number->string x len prec noexp)`.
