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Task/Multiple-regression/Jq/multiple-regression-1.jq
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Task/Multiple-regression/Jq/multiple-regression-1.jq
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def dot_product(a; b):
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reduce range(0;a|length) as $i (0; . + (a[$i] * b[$i]) );
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# A and B should both be numeric matrices, A being m by n, and B being n by p.
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def multiply(A; B):
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(B[0]|length) as $p
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| (B|transpose) as $BT
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| reduce range(0; A|length) as $i
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([];
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reduce range(0; $p) as $j
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(.;
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.[$i][$j] = dot_product( A[$i]; $BT[$j] ) ));
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24
Task/Multiple-regression/Jq/multiple-regression-2.jq
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Task/Multiple-regression/Jq/multiple-regression-2.jq
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def multipleRegression(y; x):
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(y|transpose) as $cy
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| (x|transpose) as $cx
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| multiply( multiply( multiply(x;$cx)|inverse; x); $cy)
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| transpose[0];
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def ys: [
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[ [1, 2, 3, 4, 5] ],
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[ [3, 4, 5] ],
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[ [52.21, 53.12, 54.48, 55.84, 57.20, 58.57, 59.93, 61.29,
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63.11, 64.47, 66.28, 68.10, 69.92, 72.19, 74.46] ]
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];
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def a:
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[1.47, 1.50, 1.52, 1.55, 1.57, 1.60, 1.63, 1.65, 1.68, 1.70, 1.73, 1.75, 1.78, 1.80, 1.83];
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def xs:[
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[ [2, 1, 3, 4, 5] ],
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[ [1, 2, 1], [1, 1, 2] ],
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[ [range(0;a|length) | 1], a, (a|map(.*.))]
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];
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range(0; ys|length) as $i
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| multipleRegression(ys[$i]; xs[$i])
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