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《数据分析方法及应用软件》课程简介

课程代码:121104B                                            Course Code121104B

课程名称:数据分析方法及应用软件                   Course NameData analysis methods and Applications Statistical Analysis

学时:64=32+32                                                 Periods64=32+32

学分:4                                                              Credits4

考核方式:考查                                                  AssessmentEvaluation

先修课程:统计学、计算机基础                           Preparatory CoursesStatistics, Basic for

Computer

 

数据分析方法及应用软件课程介绍了数据分析方法的基本原理,并同时借助统计软件(SPSS),使学生不仅能了解数据分析的基本理论,而且能通过统计软件的操作,实现数据分析。本课程只注重讲述每种数据分析方法的基本原理,而不讲述其推导过程,其目的是使学生在学习本课程之后,能借助统计软件进行实际数据的分析,即使学生对统计分析的内容和方法有比较全面的掌握并能够应用于实际研究中。

    本课程的主要内容包括统计基本概念与理论、参数估计与假设检验、方差分析、相关与回归分析、聚类分析、判别分析、主成分分析和因子分析、列联分析与对应分析。其理论部分只需要介绍,不作深入的讲授,而授课的重点在于每一种分析方法,包括:每种方法的基本原理、应用前提、统计软件的实现及输出结果的理解和解释,并能给出结论。

Data analysis methods and application introduces basic principle of data analysis method, and using statistical software (SPSS), so that students can understand the basic theory of data analysis, but also through statistical software operation, data analysis. This course focus on the basic principles of each method of data analysis, its purpose is to make the students learn this course, can carry out the analysis of real data using statistical software, even if the students have mastered the contents and methods of comprehensive and can be applied in actual research.

The main content of this course includes basic statistical concepts and theory, parameter estimation and hypothesis testing, analysis of variance, correlation and regression analysis, cluster analysis, discriminant analysis, and the corresponding analysis of the combined analysis, principal component analysis and factor columns. The theoretical part only, not for in-depth teaching, and teaching focus is to include each kind of analysis method, and the output results: each method's basic principle, application condition, the understanding and interpretation of statistical software, and gives the conclusion.

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