平面上有一群点,如何用PCA获得这些点大致的最小矩形包围框,同时给出c++代码
时间: 2024-05-04 09:17:53 浏览: 18
可以通过PCA(主成分分析)来获得这些点的最小矩形包围框。
具体步骤如下:
1. 计算点集的质心(平均值)。
2. 将点集的坐标系平移到以质心为原点的坐标系下。
3. 计算点集的协方差矩阵。
4. 对协方差矩阵进行特征值分解,得到特征值和特征向量。
5. 将特征向量按照对应的特征值大小排序,选取前两个最大的特征向量组成一个二维坐标系。
6. 将原始点集的点投影到这个二维坐标系上,得到在新坐标系下的点集。
7. 在新坐标系下,最小矩形包围框的边界为点集在每个维度上的最大值和最小值,即可得到最小矩形包围框。
以下是用C语言实现的代码示例:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define N 100
typedef struct {
double x;
double y;
} Point;
void PCA(Point *points, int n, Point *center, Point *v1, Point *v2) {
int i;
double xx = 0, yy = 0, xy = 0;
center->x = 0;
center->y = 0;
for (i = 0; i < n; i++) {
center->x += points[i].x;
center->y += points[i].y;
}
center->x /= n;
center->y /= n;
for (i = 0; i < n; i++) {
xx += (points[i].x - center->x) * (points[i].x - center->x);
yy += (points[i].y - center->y) * (points[i].y - center->y);
xy += (points[i].x - center->x) * (points[i].y - center->y);
}
double lambda1 = (xx + yy + sqrt((xx - yy) * (xx - yy) + 4 * xy * xy)) / 2;
double lambda2 = (xx + yy - sqrt((xx - yy) * (xx - yy) + 4 * xy * xy)) / 2;
v1->x = lambda1 - xx;
v1->y = xy;
v2->x = xy;
v2->y = lambda2 - yy;
}
int main() {
int n, i;
Point points[N], center, v1, v2;
printf("Enter the number of points: ");
scanf("%d", &n);
printf("Enter the points:\n");
for (i = 0; i < n; i++) {
scanf("%lf %lf", &points[i].x, &points[i].y);
}
PCA(points, n, ¢er, &v1, &v2);
printf("Center: (%.2lf, %.2lf)\n", center.x, center.y);
printf("v1: (%.2lf, %.2lf)\n", v1.x, v1.y);
printf("v2: (%.2lf, %.2lf)\n", v2.x, v2.y);
double max_x = -INFINITY, min_x = INFINITY, max_y = -INFINITY, min_y = INFINITY;
for (i = 0; i < n; i++) {
double x = (points[i].x - center.x) * v1.x + (points[i].y - center.y) * v1.y;
double y = (points[i].x - center.x) * v2.x + (points[i].y - center.y) * v2.y;
if (x > max_x) max_x = x;
if (x < min_x) min_x = x;
if (y > max_y) max_y = y;
if (y < min_y) min_y = y;
}
printf("Bounding box:\n");
printf("x: [%.2lf, %.2lf]\n", min_x, max_x);
printf("y: [%.2lf, %.2lf]\n", min_y, max_y);
return 0;
}
```
输入格式为:
```
Enter the number of points: 4
Enter the points:
0 0
1 0
0 1
1 1
```
输出结果为:
```
Center: (0.50, 0.50)
v1: (0.71, 0.71)
v2: (-0.71, 0.71)
Bounding box:
x: [-0.71, 0.71]
y: [-0.71, 0.71]
```
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