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Advanced High Dimensional Data Analysis [Module From Master Of Science In Data Science And Analytics] - The Hong Kong Polytechnic University
課程名稱: |
Advanced High Dimensional Data Analysis [Module From Master Of Science In Data Science And Analytics] - The Hong Kong Polytechnic University |
|---|---|
院校名稱: |
香港理工大學 |
課程編號: |
42Z129593 |
範疇: |
理學科 |
上課模式: |
39 hours; (FT or PT) |
為期: |
13 weeks |
學費: |
29,400.00 |
入學要求: |
A Bachelor'S Degree With Honours In Mathematics, Statistics, Computer Science, It, Engineering, Science, Or Equivalent. Applicants With A Bachelor’S Degree In Another Discipline And An Adequate Background (One Year Or Above) In Data Science Or It Will Be Considered. |
課程大綱: |
(1) High Dimensional Statistics (18 Hours): Multivariate Normal Distribution, Estimation Of The Mean Vector And Covariance Matrix, Multiple And Partial Correlation Coefficients; Dimension Reduction, Principal Component Analysis; Estimation Of High Dimensional Sparse Parameters (Mean And Covariance Matrix). (2) Data Analysis (21 Hours): High Dimensional Discriminant Analysis, Classification And Clustering; Expectation-Maximization; Linear Support Vector Machines. Regularization, Threshold Estimators; High Dimensional Linear Regression: Least Absolute Shrinkage And Selection Operator (Lasso); Least Angle Regression (Lars); Choice Of Tuning Parameters. |
資歷名冊登記號碼: |
20/000413/L6 |
資歷架構級別: |
6 |