1092-統計計算-28003

報名期間：從 即日起 到 無限期
上課期間：從 即日起 到 無限期

• Introduction to the course
• An introduction to R
• Generation of Random Numbers
• Graphical methods in statistical computing
• Numerical Linear Algebra for Statistical methods-Cholesky
• Numerical methods in statistics
• program: Newton method
• Laplace Approximations
• program: Laplcae
• The EM Algorithm
• The SEM algorithm
• Rejection Sampling
• program: Rejection
• Importance Sampling
• program: Importance
• Markov Chain Monte Carlo Method - Markov Chain
• program: transition
• Markov Chain Monte Carlo Method – Gibbs Sampling
• program: Gibbs
• Markov Chain Monte Carlo Method – Metropolis Hasting
• program: Metropolis-Hasting
• Bootstrap Resampling
• Bootstrap線上同步檔案
• MCMC線上同步檔案
• Gibbs sampler-1線上同步檔案
• Gibbs sampler-2線上同步檔案
• Metropolis-Hastings Algorithm線上同步檔案
• MCMC1教學影片1.mp4
• MCMC1教學影片2.mp4
• Gibbs Sampler教學影片1.mp4
• Gibbs Sampler教學影片2.mp4
• MH Algorithm教學影片1.mp4
• MH Algorithm教學影片2.mp4
• 應用方法影片1.mp4
• 應用方法影片2.mp4
• 應用方法影片3.mp4
• 應用方法影片4.mp4
• 統計計算期末報告1.mp4
• 統計計算期末報告2.mp4