由于C语言不支持直接读取Excel文件,我们可以先将Excel文件转换为CSV文件,然后再读取CSV文件中的数据进行计算。

以下是一个简单的实现,使用了矩阵运算库"matrix.h",这个库可以在网上找到或自己实现。

#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include "matrix.h"

#define MAX_LINE_LENGTH 1024
#define MAX_FIELD_LENGTH 128
#define MAX_FIELD_COUNT 20

int main()
{
    // 读取CSV文件
    FILE* fp = fopen("data.csv", "r");
    if (!fp) {
        printf("Failed to open file: data.csv\n");
        return -1;
    }

    // 统计行数和列数
    int row_count = 0;
    int col_count = 0;
    char line[MAX_LINE_LENGTH];
    while (fgets(line, MAX_LINE_LENGTH, fp)) {
        row_count++;
        char* field = strtok(line, ",");
        while (field) {
            col_count++;
            field = strtok(NULL, ",");
        }
    }
    col_count /= row_count;

    // 读取数据到矩阵中
    fseek(fp, 0, SEEK_SET);
    Matrix X = create_matrix(row_count, col_count - 1);
    Matrix y = create_matrix(row_count, 1);
    int i = 0;
    while (fgets(line, MAX_LINE_LENGTH, fp)) {
        char* field = strtok(line, ",");
        for (int j = 0; j < col_count; j++) {
            if (j == 0) {
                set_matrix_element(y, i, 0, atof(field));
            } else {
                set_matrix_element(X, i, j - 1, atof(field));
            }
            field = strtok(NULL, ",");
        }
        i++;
    }
    fclose(fp);

    // 求解多元线性回归方程
    Matrix X_transpose = transpose_matrix(X);
    Matrix XtX = multiply_matrices(X_transpose, X);
    Matrix XtX_inv = invert_matrix(XtX);
    Matrix XtX_inv_Xt = multiply_matrices(XtX_inv, X_transpose);
    Matrix beta = multiply_matrices(XtX_inv_Xt, y);

    // 输出结果
    printf("beta =\n");
    print_matrix(beta);

    // 释放内存
    destroy_matrix(X);
    destroy_matrix(y);
    destroy_matrix(X_transpose);
    destroy_matrix(XtX);
    destroy_matrix(XtX_inv);
    destroy_matrix(XtX_inv_Xt);
    destroy_matrix(beta);

    return 0;
}

注意,以上代码只是一个简单的示例,实际应用中可能需要更多的错误处理和优化


原文地址: https://www.cveoy.top/t/topic/d00E 著作权归作者所有。请勿转载和采集!

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