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Edit-Distance Matrix For Levenshtein Distance Calculation
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| module Fun where | |
| import Control.Arrow ((<<<), (***)) | |
| import Data.Matrix (getElem, mapCol, mapRow, Matrix, setElem, zero) | |
| import Data.List (foldl') | |
| -- | initialize the edit-distance matrix. | |
| -- λ> initEditMatrix "sitting" "kitten" | |
| -- ( 0 1 2 3 4 5 6 ) | |
| -- ( 1 0 0 0 0 0 0 ) | |
| -- ( 2 0 0 0 0 0 0 ) | |
| -- ( 3 0 0 0 0 0 0 ) | |
| -- ( 4 0 0 0 0 0 0 ) | |
| -- ( 5 0 0 0 0 0 0 ) | |
| -- ( 6 0 0 0 0 0 0 ) | |
| -- ( 7 0 0 0 0 0 0 ) | |
| initEditMatrix :: [a] -> [a] -> Matrix Int | |
| initEditMatrix = curry ( mapCol (const <<< flip (-) 1) 1 | |
| . mapRow (const <<< flip (-) 1) 1 | |
| . uncurry zero | |
| . ((+) 1 . length *** (+) 1 . length) | |
| ) | |
| -- | complete the edit-distance matrix | |
| -- λ> distance "sitting" "kitten" | |
| -- ( 0 1 2 3 4 5 6 ) | |
| -- ( 1 1 2 3 4 5 6 ) | |
| -- ( 2 2 1 2 3 4 5 ) | |
| -- ( 3 3 2 1 2 3 4 ) | |
| -- ( 4 4 3 2 1 2 3 ) | |
| -- ( 5 5 4 3 2 2 3 ) | |
| -- ( 6 6 5 4 3 3 2 ) | |
| -- ( 7 7 6 5 4 4 3 ) | |
| distance :: (Eq a, Ord a) => [a] -> [a] -> Matrix Int | |
| distance as bs = | |
| let initMatrix = initEditMatrix as bs in | |
| foldl' outer initMatrix (zip as [2..]) | |
| where | |
| outer matrix (a, rowIndex) = foldl' inner matrix (zip bs [2..]) | |
| where | |
| inner matrix' (b, colIndex) = | |
| if a == b then setElem (getElem (rowIndex - 1) (colIndex - 1) matrix') | |
| (rowIndex, colIndex) | |
| matrix' | |
| else setElem v (rowIndex, colIndex) matrix' | |
| where | |
| v = minimum [ getElem (rowIndex - 1) colIndex matrix' + 1 | |
| , getElem rowIndex (colIndex - 1) matrix' + 1 | |
| , getElem (rowIndex - 1) (colIndex - 1) matrix' + 1 | |
| ] |
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