Created
November 21, 2022 02:59
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QR decomposition
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let qr mA = | |
let m, n = Matrix.dimensions mA in | |
let mI = Matrix.identity m in | |
for 0 1 (n-1) (mI, mI, mA) [(mQ, mR, mQA), k -> | |
let x = Matrix.column 0 mQA in | |
let xb = Vector.norm x in | |
let u = Array.mapi [i, xi -> if i=0 then xi - xb else xi] x in | |
let v = Vector.scale (1 / Vector.norm u) u in | |
let q k (i, j) = | |
let x = if i=j then 1 else 0 in | |
if i<k || j<k then x else | |
x - 2 * Vector.get v (i-k) * Vector.get v (j-k) in | |
let mQA = Matrix.mul (Matrix.init (m-k) (m-k) (q 0)) mQA in | |
let mQA = Matrix.init (m-k-1) (n-k-1) [i, j -> | |
Matrix.get mQA (i+1, j+1)] in | |
let mQk = Matrix.init m m (q k) in | |
Matrix.mul mQ (Matrix.transpose mQk), Matrix.mul mQk mR, mQA] | |
@ [mQ, mR, _ -> mQ, Matrix.mul mR mA] |
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