哥倫比亞大學(xué)統(tǒng)計(jì)學(xué)

The Department of Statistics offers programs of instruction that include theoretical and applied statistics and probability. The Department also offers cooperative programs in operations research with the Fu Foundation School of Engineering and Applied Science, in the mathematics of finance with the Department of Mathematics, in actuarial science with the School of Continuing Education, and in quantitative methods in social science with the Institute for Social and Economic Research and Policy. Columbia University and the New York area are notable for wide-ranging opportunities for the application of statistics.

1、Probability and Inference

2、Linear Regression Models

3、Advanced Data Analysis

4、Statistical Inference

5、Data Mining

6、Statistical Methods in Finance

7、Generalized Linear Models

8、Sample Surveys

9、Stat Machine Learning

10、Nonparametric Statistics

11、Multivariate Stat Inference

12、Time Series Analysis

13、Survival Analysis

14、Bayesian Statistics

1、概率論與推理

2、線性回歸模型

3、高級(jí)數(shù)據(jù)分析

4、統(tǒng)計(jì)推斷

5、數(shù)據(jù)挖掘

6、金融中統(tǒng)計(jì)方法

7、廣義線性模型

8、抽樣調(diào)查

9、統(tǒng)計(jì)機(jī)器學(xué)習(xí)

10、非參數(shù)統(tǒng)計(jì)

11、多變量統(tǒng)計(jì)推理

12、時(shí)間序列分析

13、生存分析

14、貝葉斯統(tǒng)計(jì)