/* $NetBSD: mra.c,v 1.6 2014/03/14 05:03:19 khorben Exp $ */ /* * Copyright (c) 1999 Shin Takemura All rights reserved. * Copyright (c) 1999 PocketBSD Project. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * 1. Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * 2. Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the distribution. * * THIS SOFTWARE IS PROVIDED BY THE AUTHOR AND CONTRIBUTORS ``AS IS'' AND * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE * ARE DISCLAIMED. IN NO EVENT SHALL THE AUTHOR OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS * OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) * HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY * OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF * SUCH DAMAGE. * */ #include __KERNEL_RCSID(0, "$NetBSD: mra.c,v 1.6 2014/03/14 05:03:19 khorben Exp $"); #include #include extern int mra_Y_AX1_BX2_C(const int *, int, const int *, int, const int *, int, int, int, int *, int *, int *); /* * multiple regression analysis * Y = AX1 + BX2 + C */ int mra_Y_AX1_BX2_C(const int *y, int ys, const int *x1, int x1s, const int *x2, int x2s, int n, int scale, int *a, int *b, int *c) { int i; int64_t X1a, X2a, Ya; int64_t X1X1s, X2X2s, X1X2s; int64_t YYs, X1Ys, X2Ys; int64_t S11, S22, S12; // int64_t SYY; int64_t S1Y, S2Y; int64_t A, B, C, M; #define AA(p, s, i) (*((const int *)(((const char *)(p)) + (s) * (i)))) #define X1(i) AA(x1, x1s, i) #define X2(i) AA(x2, x2s, i) #define Y(i) AA(y, ys, i) /* * get avarage and sum */ X1a = 0; X2a = 0; Ya = 0; X1X1s = 0; X2X2s = 0; X1X2s = 0; X1Ys = 0; X2Ys = 0; YYs = 0; for (i = 0; i < n; i++) { X1a += X1(i); X2a += X2(i); Ya += Y(i); X1X1s += X1(i) * X1(i); X2X2s += X2(i) * X2(i); X1X2s += X1(i) * X2(i); X1Ys += X1(i) * Y(i); X2Ys += X2(i) * Y(i); YYs += Y(i) * Y(i); } X1a /= n; X2a /= n; Ya /= n; S11 = X1X1s - n * X1a * X1a; S22 = X2X2s - n * X2a * X2a; S12 = X1X2s - n * X1a * X2a; // SYY = YYs - n * Ya * Ya; S1Y = X1Ys - n * X1a * Ya; S2Y = X2Ys - n * X2a * Ya; #if 0 printf("X1a=%d X2a=%d Ya=%d\n", (int)X1a, (int)X2a, (int)Ya); printf("X1X1s=%d X2X2s=%d X1X2s=%d\n", (int)X1X1s, (int)X2X2s, (int)X1X2s); printf("X1Ys=%d X2Ys=%d YYs=%d\n", (int)X1Ys, (int)X2Ys, (int)YYs); printf("S11=%d S22=%d S12=%d\n", (int)S11, (int)S22, (int)S12); printf("SYY=%d S1Y=%d S2Y=%d\n", (int)SYY, (int)S1Y, (int)S2Y); #endif M = (S11 * S22 - S12 * S12); if (M == 0) { /* error */ return -1; } A = (S1Y * S22 - S2Y * S12) * scale / M; B = (S2Y * S11 - S1Y * S12) * scale / M; C = Ya - (A * X1a + B * X2a) / scale; #if 0 printf("A=%d B=%d C=%d\n", (int)A, (int)B, (int)C); #endif *a = A; *b = B; *c = C; return (0); }