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所在平台: Udemy |
课程主页: https://www.udemy.com/course/multivariate-tools-complete-course-in-minitab-with-examples/
课程评论：没有评论
Coursera 上的“多元统计工具：Minitab 完整课程及实例”课程，是一门全面、易懂且深入的多元统计分析课程，特别侧重于使用 Minitab 软件进行实际操作。 课程内容涵盖了多元统计分析中的核心概念，例如方差、标准差、协方差、特征向量、特征值以及主成分等。同时，课程详细介绍了 Minitab 软件中的各种多元统计工具，并指导学习者如何根据数据和应用场景选择合适的工具。 课程的重点在于通过丰富且详细的实际案例，逐步讲解如何使用 Minitab 进行以下多元统计分析： 1. **主成分分析 (PCA)** 2. **因子分析** 3. **项分析** 4. **观测聚类分析** 5. **变量聚类分析** 6. **K-均值聚类分析** 7. **判别分析** 8. **简单对应分析** 9. **多重对应分析** 每种多元统计工具的讲解都遵循系统化的方法，包括： * **工具介绍：** 详细解释工具的理论基础。 * **数据考量：** 说明每种工具的数据要求，帮助学习者收集正确数量和质量的数据。 * **应用场景：** 指导学习者何时应使用特定的多元统计工具。 * **实践示例：** 提供易于理解的实际案例，加深学习效果。 * **Minitab 操作步骤：** 详细演示在 Minitab 中使用每种工具的具体步骤。 * **选项选择：** 讲解在分析过程中如何选择不同的选项。 * **结果解读：** 详细解读 Session 窗口和 Graph 窗口中的分析结果。 讲师表示，相信学习者会喜欢这门课程，并鼓励学习者在学习过程中提出任何问题、疑问或评论，讲师将乐于回复。
This is a complete, easiest and detailed course in Multivariate Analysis with a detailed illustration of practical examples in Minitab.It consists of the following topics and tools with practical examples for easy understanding and better clarity.1. All important terms and concepts used in Multivariate Analysis like Variance, Standard Deviation, Covariance, Eigenvectors, Eigenvalues, Principal Components (PC), etc.2. Introduction of all Multivariate Tools used in Minitab3. Selection of the correct Multivariate Tool based on the data and application4. Principal Component Analysis (PCS) with a practical example in Minitab5. Factor Analysis with a practical example in Minitab6. Item Analysis with a practical example in Minitab7. Cluster Observations Analysis with a practical example in Minitab8. Cluster Variables Analysis with a practical example in Minitab9. Cluster K-Means Analysis with a practical example in Minitab10. Discriminant Analysis with a practical example in Minitab11. Simple Correspondence Analysis with a practical example in Minitab12. Multiple Correspondence Analysis with a practical example in MinitabEach of these Multivariate Tools is explained with a systematic approach following:Detailed introduction of the Multivariate ToolsData Considerations (Requirements) for each Multivariate Tools, that will help you to collect data in a correct quantity and qualityWhen to use each of the Multivariate Tools?Practical Example of Each Multivariate Tools for easy understanding and better clarityDetailed procedure to use each Multivariate Analysis Tools in Minitab Selection of various options while conducting each of the Multivariate Analysis ToolsDetailed interpretation of results from session window after conducting Multivariate Analysis by Each ToolDetailed interpretation of results from graph window after conducting Multivariate Analysis by Each ToolI am sure you will be liked this course.During the learning process, please write me back with any of your questions, queries, or comments. I will be more than happy to reply to all your messages.
