统计计算与软件

(李曾)MA3082024秋 2023秋 2021秋 2020秋 2019秋  
2024秋 2023秋 2021秋 2020秋 2019秋
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选课类别:专业任务 教学语言:双语
课程类别:专业核心课 开课单位:统计与数据科学系
课程层次:未知 获得学分:3.0
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课程简介(教工部数据)
本课程通过实际案例引导学生利用统计软件R来解决实际问题,使学生加深对常用分布函数的理解,提高对统计的应用能力,达到利用统计方法,结合统计软件,解决实际问题的目的。课程内容包括:常用分布函数、分位数算法与程序, 常用随机变量产生算法与程序, 概率中的随机模拟实验,,假设检验,,回归分析,方差分析,,聚类分析, 判别分析, 主成分分析,因子分析,典型相关分析,时间序列分析。


This course aims to guide undergraduate students majored in statistics to solve the practical problems by utilizing the statistical software such as R via some case studies. It emphasizes the understanding of students on the commonly used distribution functions, enhances the application abilities of statistics, reaches the goal of solving the practical problems by combining the statistical methods with statistical software. The course covers: algorithms and R codes for commonly used distributions and quantiles; algorithms and R codes for generating commonly used random variables; some stochastic simulation experiments in probability including central limit theorem; testing hypotheses, regression analysis, ANOVA, cluster analysis, discriminant analysis, principal components analysis, factor analysis, canonical correlation analysis, and time series analysis.
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李曾

统计与数据科学系

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