org.clojars.punit-naik.clj-ml.utils.matrix — org.clojars.punit-naik/clj-ml 1.0.2

absolute clj

(absolute m)

Calculates the absolute value of each and every element of a 2-D matrix

adjust-rref-indices clj

(adjust-rref-indices n rref)

Adusts the indices of the RREF of a matrix by looking at the first <x> zeros of the rows

characteristic-equation-parts clj

(characteristic-equation-parts concatenated-matrix-minus-lambda-i num-rows)

(characteristic-equation-parts concatenated-matrix-minus-lambda-i
                               num-rows
                               positive-part?)

Finds the positive or the negative parts of the characteristic equation Both the positive and negative parts will be added to form the final eqution

concat-matrix-rows clj

(concat-matrix-rows matrix num-cols)

Concatenates matrix rows with the first (num-cols - 1) values of the same row This helps in finding the characteristic equation of the matrix

covariance clj

(covariance m)

Calculates the covariance matrix of a 2-D matrix

create-identity-matrix clj

(create-identity-matrix m)

Same as org.clojars.punit-naik.clj-ml.utils.matrix/create-matrix But this one creates a 2-D identity matrix

create-matrix clj

(create-matrix {:keys [dimensions seed] :or {seed 10}})

Creates an N-D matrix of dimenstions specified in order with random float values in it. Optional seed (Integer Value) for the random matrix generator can be specified as well.

cross-product clj

(cross-product row-1-indexed row-2-indexed)

Finds the cross product of two (indexed) rows of a matrix

determinant clj

(determinant matrix)

Caluclates the determinant of a square matrix by first calculating it's uper triangular matrix and then multiplying it's diagonal elements together while taking into account the number of row swaps made in the process

dimension clj

(dimension m)

Returns the dimenston of a 2-D matrix in a vector two elements

eigen-values clj

(eigen-values matrix)

Gets the eigen values of a matrix from it's characteristic equation

eigen-vector-for-lamba clj

(eigen-vector-for-lamba matrix lambda)

(eigen-vector-for-lamba matrix lambda already-calculated?)

Finds the eigenvector for a matrix with a particular eigenvalue

eigen-vectors clj

(eigen-vectors matrix eigen-values)

Finds the Eigenvectors of a matrix by using it's Eigenvalues

equal-dimensions? clj

(equal-dimensions? m)

Checks if the nested matrices of a matrix have euqal dimensions or not

exponential clj

(exponential m)

Calculates the exponential of each and every element of a 2-D matrix

get-val clj

(get-val m index-path)

Get's a specific value from the martix m based on the path provided in index-path

identity-matrix? clj

(identity-matrix? m)

Checks if the matrix m is a 2-D identity matrix or not

index-matrix-rows clj

(index-matrix-rows matrix)

This function indexes matrix's rows and returns a map where key is the row number and value is the row itself

matrix-minus-lambda-i clj

(matrix-minus-lambda-i matrix)

(matrix-minus-lambda-i matrix lambda)

Does A-λI when λ is known as well as unkonwn

matrix-multiply clj

(matrix-multiply a b)

Multiplies two matrices of MxN and NxP dimensions Calculates the dot product

matrix? clj

(matrix? m)

Returns true if a data structure is a valid N-D matrix, else false

mean clj

(mean m)

Calculates the mean of a 2-D matrix

perform-arithmetic-op clj

(perform-arithmetic-op mat operand operation)

Performs arithmetic operation on a matrix with a scalar or another matrix

random-fn clj macro

(random-fn n f)

Executes the function f repeatedly n times

reciprocal clj

(reciprocal m)

Calculates the reciprocal of each and every element of a 2-D matrix

recursive-row-adjust clj

(recursive-row-adjust matrix row-index-to-be-processed)

reduced-row-echelon-form clj

(reduced-row-echelon-form matrix)

row-adjust clj

(row-adjust row-1 row-2 n)

using row-1 to adjust row elements of row-2 so that their first n values are equal to zeros

row-adjust-rref clj

(row-adjust-rref row-1 row-2 i)

Adjusts the element of row-1 at index i and makes it zero using the elements of row-2

sigmoid clj

(sigmoid m)

(sigmoid m _)

Returns the sigmoid/logistic values of a 2-D matrix

swap-rows clj

(swap-rows m i j)

Swaps the rows at the ith and jth indexes

transpose clj

(transpose m)

Returns the transpose of a 2-D matrix

triangular-matrix? clj

(triangular-matrix? m)

upper-triangular-matrix clj

(upper-triangular-matrix matrix)

Converts any square matrix into an upper-triangular matrix where all the matrix elements below the diagonal elements are zero

zero-above-below-i-j clj

(zero-above-below-i-j matrix [i j] num-rows)

Makes all the elements above and below matrix[i, j] zero using row transformations