Multivariate Statistics Analysis: 多元统计分析
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1 Multivariate Statistics Analysis: 多元统计分析 Course introduction Jun Li ( 李军 ) School of Geography and Planning Sun Yat-Sen University, Guangzhou, China Mobile: ; Office: D307 lijun48@mail.sysu.edu.cn; Webpage:
2 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Statistics in the news International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
3 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
4 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
5 International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
6 International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
7 International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
8 Course introduction( 课程介绍 ) This course focuses on Multivariate Statistics Analysis( 多元统计分析 ) with the following aspects: 1)Statistics learning ( 统计学习 ) 2)Estimation ( 估计 ) 3)Logistic regression ( 逻辑回归 ) 4)Discriminative analysis ( 判别分析 ) 5)Clustering ( 聚类 ) 6)Factor analysis ( 因子分析 ) International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
9 Course schedule ( 课程安排 ) The course will last for a total of 17 weeks. The duration of each topic will be around 2-3 weeks. Final exam will be in the last week ( 最后一周考试 ). International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
10 Course schedule( 课程安排 ) Time Lecture 0&1 Content 1. Introduction to the course( 课程介绍 提问 ) 2. Introduction to Statistics Analysis ( 统计分析介绍 ) Lecture Lecture Lecture 4 Statistic Learning ( 统计学习 ) Estimation ( 估计 ) Logistic regression ( 逻辑回归 ) International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
11 Course schedule( 课程安排 ) Time Lecture Lecture Lecture 7 Discriminative Analysis ( 判别分析 ) Clustering( 聚类分析 ) Factor Analysis( 因子分析 ) Conclusion of the Course ( 课程总结 ) Content Exam( 开卷考试 ) International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
12 Course material and code download( 参考文献 ) Course materials will be able to download from my webpage. Reference: 多元统计分析 Reference: Applied Multivariate Statistical Analysis Reference: An Introduction to Statistical Learning Reference: The Elements of Statistical Learning International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
13 Acknowledgement( 致谢 ) We would like to acknowledge Professors R. Trevor Hastie and Rob Tibshirani from Stanford University ( 斯坦福大学 )for sharing their slides entitled with the course of An Introduction to Statistical Learning with Applications in R, vedios and documents, some of which are cited in this course. International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
14 Course grades ( 成绩 ) Exam A (85%): 考试 Discussion & Attendence (15%): 上课讨论, 出勤 Optional Presentation(20mins, 25%): 学期开始时选题, 后半学期报告 ( 20 分钟左右 ) International School of Geography Geoscience and Remote Planning, Sensing Sun Symposium Yat-Sen University, (IGARSS 2013), Guangzhou, Melbourne, P. Australia R. China Sunday, July 21st,
15 Questions? Jun Li ( 李军 ) School of Geography and Planning Sun Yat-Sen University, Guangzhou, China Mobile: ; Office: D307 lijun48@mail.sysu.edu.cn; Webpage: 15
Multivariate Statistics Analysis: 多元统计分析
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