70 lines
1.8 KiB
Factor
70 lines
1.8 KiB
Factor
USING: combinators.lib kernel math math.analysis
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math.functions math.vectors sequences sequences.lib sorting ;
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IN: math.statistics
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: mean ( seq -- n )
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#! arithmetic mean, sum divided by length
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[ sum ] keep length / ;
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: geometric-mean ( seq -- n )
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#! geometric mean, nth root of product
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[ product ] keep length swap nth-root ;
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: harmonic-mean ( seq -- n )
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#! harmonic mean, reciprocal of sum of reciprocals.
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#! positive reals only
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0 [ recip + ] reduce recip ;
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: median ( seq -- n )
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#! middle number if odd, avg of two middle numbers if even
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natural-sort dup length dup even? [
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1- 2 / swap [ nth ] 2keep >r 1+ r> nth + 2 /
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] [
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2 / swap nth
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] if ;
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: range ( seq -- n )
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#! max - min
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minmax swap - ;
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: var ( seq -- x )
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#! variance, normalize by N-1
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dup length 1 <= [
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drop 0
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] [
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[ [ mean ] keep [ - sq ] curry* sigma ] keep
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length 1- /
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] if ;
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: std ( seq -- x )
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#! standard deviation, sqrt of variance
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var sqrt ;
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: ste ( seq -- x )
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#! standard error, standard deviation / sqrt ( length of sequence )
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dup std swap length sqrt / ;
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: ((r)) ( mean(x) mean(y) {x} {y} -- (r) )
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! finds sigma((xi-mean(x))(yi-mean(y))
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0 [ [ >r pick r> swap - ] 2apply * + ] 2reduce 2nip ;
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: (r) ( mean(x) mean(y) {x} {y} sx sy -- r )
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* recip >r [ ((r)) ] keep length 1- / r> * ;
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: [r] ( {{x,y}...} -- mean(x) mean(y) {x} {y} sx sy )
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first2 [ [ [ mean ] 2apply ] 2keep ] 2keep [ std ] 2apply ;
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: r ( {{x,y}...} -- r )
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[r] (r) ;
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: r^2 ( {{x,y}...} -- r )
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r sq ;
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: least-squares ( {{x,y}...} -- alpha beta )
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[r] >r >r >r >r 2dup r> r> r> r>
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! stack is mean(x) mean(y) mean(x) mean(y) {x} {y} sx sy
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[ (r) ] 2keep ! stack is mean(x) mean(y) r sx sy
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swap / * ! stack is mean(x) mean(y) beta
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[ swapd * - ] keep ;
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