summaryrefslogtreecommitdiffstats
path: root/lib/gaussian_quantile.c
blob: 337262cc57d0a854e5be8436ca50337221ff343f (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
// Gaussian Quantile
//
// gaussian_quantile
//
// Gaussian quantile function (inverse CDF)
//
// Q(p) = Φ^(-1)(p)
//
// Inputs:    1
// Outputs:   1
// Constants: 0


#include <math.h>
#include "ts.h"


ts_parameter_t const ts_gaussian_quantile_p = { .n_inputs = 1, .n_outputs = 1, .n_constants = 0, .params_size = 0 };

uint_t ts_gaussian_quantile_offset( ts_constant_t const *c )
{
	( void )c;
	return ( 0 );
}

int ts_gaussian_quantile(
	fp_t * const *y, uint_t y_n,
	fp_t const * const *x, uint_t x_n,
	uint_t n, ts_constant_t const *c
)
{
	TS_PROLOGUE( ts_gaussian_quantile_p );
	(void)c;
    /* Peter Acklam's approximation for inverse normal CDF */
    /* Coefficients for rational approximation */
    fp_t const a[] = {
        -3.969683028665376e+01, 2.209460984245205e+02,
        -2.759285104469687e+02, 1.383577518672690e+02,
        -3.066479806614716e+01, 2.506628277459239e+00
    };
    fp_t const b[] = {
        -5.447609879822406e+01, 1.615858368580409e+02,
        -1.556989798598866e+02, 6.680131188771972e+01,
        -1.328068155288572e+01
    };
    fp_t const cc[] = {
        -7.784894002430993e-03, 3.223964580411365e-01,
        -2.400758277161838e+00, -2.549732539343734e+00,
        4.374664141464968e+00, 2.938163982698783e+00
    };
    fp_t const d[] = {
        7.784695709041462e-03, 3.224671290700398e-01,
        2.445134137142996e+00, 3.754408661907416e+00
    };

    fp_t const p_low = 0.02425;
    fp_t const p_high = 1.0 - p_low;

    for (uint_t i = 0; i < n; ++i)
    {
        fp_t p = x[0][i];
        if (p <= 0.0)
        {
            y[0][i] = -INFINITY;
            continue;
        }
        if (p >= 1.0)
        {
            y[0][i] = INFINITY;
            continue;
        }

        fp_t q, r;

        if (p < p_low) {
            q = sqrt(-2.0 * log(p));
            y[0][i] = -(((((cc[0]*q + cc[1])*q + cc[2])*q + cc[3])*q + cc[4])*q + cc[5]) /
                      ((((d[0]*q + d[1])*q + d[2])*q + d[3])*q + 1.0);
        } else if (p <= p_high) {
            q = p - 0.5;
            r = q * q;
            y[0][i] = (((((a[0]*r + a[1])*r + a[2])*r + a[3])*r + a[4])*r + a[5])*q /
                      (((((b[0]*r + b[1])*r + b[2])*r + b[3])*r + b[4])*r + 1.0);
        } else {
            q = sqrt(-2.0 * log(1.0 - p));
            y[0][i] = (((((cc[0]*q + cc[1])*q + cc[2])*q + cc[3])*q + cc[4])*q + cc[5]) /
                      ((((d[0]*q + d[1])*q + d[2])*q + d[3])*q + 1.0);
        }
    }
	return 0;
}