有的呢,能帮我生成关于bootstrap抽样来计算双威布尔分布的参数值的matlab程序吗?
时间: 2023-12-15 11:05:00 浏览: 77
Matlab实现风电场风速两参数weibull(威布尔)分布
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当然可以。以下是一个简单的基于bootstrap抽样来计算双威布尔分布的参数值的 MATLAB 程序:
% Load data
data = [1.2, 1.5, 1.8, 2.1, 2.4];
% Set number of bootstrap iterations
num_iterations = 1000;
% Pre-allocate parameter arrays
alpha = zeros(num_iterations, 1);
beta = zeros(num_iterations, 1);
for i = 1:num_iterations
% Resample data with replacement
resampled_data = datasample(data, length(data), 'Replace', true);
% Fit Weibull distribution to resampled data
pd = fitdist(resampled_data, 'Weibull');
% Store parameter estimates
alpha(i) = pd.a;
beta(i) = pd.b;
end
% Calculate parameter estimates and confidence intervals
alpha_estimate = median(alpha);
beta_estimate = median(beta);
alpha_ci = prctile(alpha, [2.5, 97.5]);
beta_ci = prctile(beta, [2.5, 97.5]);
% Display results
fprintf('alpha = %.2f (95%% CI: [%.2f, %.2f])\n', alpha_estimate, alpha_ci(1), alpha_ci(2));
fprintf('beta = %.2f (95%% CI: [%.2f, %.2f])\n', beta_estimate, beta_ci(1), beta_ci(2));
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