Multivariate Statistics Analysis: 多元统计分析

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1 Multivariate Statistics Analysis: 多元统计分析 Lecture 1: Basic Concept 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 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资和其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Example 1 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 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资和其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Example 2 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 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资和其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Example 3 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 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资与其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Example 4 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 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资与其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Example 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,

12 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,

13 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Examples 1) Establish the relationship between salary and demographic variables in population survey data( 工资与其他因素的关系 ) 2) Identify the numbers in a handwritten zip code( 手写字体的识别 ) 3) Predict whether someone will have a heart attack on the basis of demographic, diet and clinical measurements( 心脏病突发的影响因素 ) 4) Customize an spam detection system( 垃圾邮件过滤器 ) 5)Analyze the stock market( 股市分析 ) 6) Classify the pixels in a LANDSAT image, by usage( 遥感图像分类 ) 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 Tutorial Multivariate on Spectral Statistics Unmixing Analysis: of 多元统计分析 Hyperspectral Data Example 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,

15 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Discussion 其中一张后面有 Good Luck, 请随机选一张, 去掉一张空白的, 请问是否更换选择? A Good Luck B C 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,

16 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Discussion 其中一张后面有 Good Luck, 请随机选一张, 去掉两张空白的, 请问是否更换选择? A AB Good Luck C D 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,

17 Data Multivariate Partitioning Statistics Strategies Analysis: 多元统计分析 Discussion: More cards? 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,

18 Discusssion! Jun Li ( 李军 ) School of Geography and Planning Sun Yat-Sen University, Guangzhou, China Mobile: ; Office: D307 lijun48@mail.sysu.edu.cn; Webpage: 18

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