New Capabilities in PLS Path Modeling

所在平台: Udemy

课程主页: https://www.udemy.com/course/newplsuses/

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课程简介

Course Name: PLS路径建模新能力 Overview: 本课程“PLS路径建模新能力”将带领学员深入了解近年来在学术界和科学期刊上涌现的众多PLS路径建模(PLS-PM)新方法、技术和功能。与过去二十年相比,基于变量的潜在变量路径建模作为一种方法论领域,经历了前所未有的技术进步和发展。 课程内容涵盖: * **新概念讲解与建模实践:** 学习并掌握最新的PLS-PM概念,并通过多种可用的PLS路径建模软件进行指定和建模。 * **免费软件使用:** 课程中演示的演示软件,部分为试用版,均在课程发布时免费提供。 * **PLS-GUI SaaS平台:** 利用方便的基于互联网的PLS-GUI“软件即服务”(SaaS)平台,用户可以通过任何计算机的浏览器进行PLS-PM分析。该平台支持安全访问、上传/下载数据文件,以及修改和操作PLS项目和模型文件。 * **ADANCO软件介绍:** 同时,课程还将介绍并指导使用新的ADANCO复合建模PLS软件,该软件可安装在Windows或Mac计算机上。 * **“动手实践”导向:** 本课程是一门“动手实践”课程,在解释许多新的PLS路径建模估计功能和特性的基础上,将通过大量示例演示这些新能力。 * **核心新能力与特征:** 课程将着重讲解和演示以下PLS-PM的新能力和特征: * 一致性PLS(Consistent PLS)和非线性PLS(Non-linear PLS)算法估计。 * N-组多组分析(N-group multi-group analysis, MGA)。 * 面向预测的分割(Prediction-oriented segmentation, PLS-POS)和遗传算法分割(Genetic-algorithm segmentation, PLS-GAS)。 * 用于说明潜在变量和测量项关系的新可视化技术。 * 估计复杂中介和调节关系的各种新方法和技术。 * 适用于PLS-PM的新重采样技术,包括bootstrap、jackknifing和blindfolding。 课程建议: 虽然预先了解PLS路径建模会很有帮助,但并非必需。即使是PLS路径建模的初学者,也能从课程内容中受益。

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课程详情

Over the past several years, a significant number of new PLS path modeling (PLS-PM) approaches, techniques, and capabilities have been published in the leading academic and scientific journals. As a methodological field, variance-based path modeling with latent variables has witnessed more new, published technological advancements and developments than in the preceding two decades. This 7-session course teaches many of these new concepts and how to specify and model them with various PLS path modeling softwares available today. All of the demonstrated softwares, some as trial versions, are freely available to use as of the publication date of this Udemy course. Use the convenient new over-the-Internet PLS-GUI "Software as a Service" (SaaS) path modeling software platform with the capability to perform PLS-PM from any computer in the world using only a browser. Securely access, upload and/or download, and reliably estimate your PLS data files and/or modify and manipulate your PLS project and model files from any computer in the world. In addition to providing the convenience and speed of using the PLS-GUI SaaS platform, the workshop also instructs with respect to using the new ADANCO composite modeling PLS software which participants may install on their Windows or Mac computer. This is a "hands-on" course which explains the basis of many new PLS path modeling estimation capabilities and features, and which then proceeds to demonstrate numerous examples of these new capabilities and features using various PLS path modeling packages. All of the demonstrated software, some as trial versions, are freely available to use as of the publication date of this course. New PLS-PM capabilities and features which are explained and demonstrated include consistent PLS and non-linear PLS algorithm estimation, N-group multi-group analysis (MGA), prediction-oriented segmentation (PLS-POS) and genetic-algorithm segmentation (PLS-GAS), and new visualizations for illustrating latent variable and measurement item relationships. New approaches and techniques for estimating complex mediating and moderating relationships are explained and demonstrated. Also covered are a variety of new resampling techniques applicable to PLS-PM with bootstrapping, jackknifing, and blindfolding. It is useful, but not essential, to have some knowledge of PLS path modeling before you take this course. However, even novice PLS path modelers will benefit from the course's content.

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