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based on internal repository 0a462b6 2017-11-22 14:41:39 +0100
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pmsco/loess/loess.m
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pmsco/loess/loess.m
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NAME
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loess_setup, loess, loess_summary, loess_free_mem, anova
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SYNOPSIS
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#include "loess.h"
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double *x, *y;
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long n, p;
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struct loess_struct *lo, *lo2;
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struct anova_struct *aov;
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void loess_setup(x, y, n, p, lo)
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void loess(lo)
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void loess_summary(lo)
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void loess_free_mem(lo)
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void anova(lo, lo2, aov);
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PARAMETERS
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x predictors vector (of length n * p)
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The j-th coordinate of the i-th point is in x[i+n*j],
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where 0<=j<p, 0<=i<n.
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y response vector (of length n).
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n number of observations.
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p number of variables/predictors.
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lo copy of data; controls; k-d tree and coefficients.
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aov results of the F-test in the analysis of variance.
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DESCRIPTION
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loess_setup() sets up all default values in loess_struct's in,
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model, and control structures; it also allocates memory for the
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kd_tree and out structures based on n and p. Caller can then
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override any of these parameters by explicitly redefining them
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before the call to loess() (see sample.c). loess_setup()
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has the side-effect of copying x, y, n, and p into the in
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structure for ease of arguments-passing in subsequent calls to
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other loess and predict routines.
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loess() takes this structure, and does the actual loess
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computation. It stored the results in the out structure.
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loess_summary() is a simple utility routine that summarizes the
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results of the loess computation. Since it takes in the whole
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loess structure as its argument, it has the potential of printing
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out any parameter of interest with only a slight modification to
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the code.
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loess_free_mem() frees up all dynamically allocated memory
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used by the loess structure.
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anova() performs an analysis of variance on two loess models, and
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stores the results of the F-test in the anova_struct structure.
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loess_struct and anova_struct are defined in loess.h and documented
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in struct.m. Although the internal arrays are allocated by
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loess_setup(), the struct arguments (lo, lo2, aov) should be
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allocated by the caller. Thus a typical call would be
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struct loess_struct lo;
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loess_setup(x,y,n,p.&lo);
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SEE ALSO
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predict, pointwise, pred_free_mem, pw_free_mem
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