Learning Analytics in R with SNA, LSA, and MPIA

使用R软件、系统网络体系、本地安全认证与MPIA的学习分析

人工智能

原   价:
1105.00
售   价:
884.00
优惠
平台大促 低至8折优惠
作      者
出版时间
2016年04月15日
装      帧
精装
ISBN
9783319287898
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页      码
340
语      种
英语
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图书简介
This book introduces Meaningful Purposive Interaction Analysis (MPIA) theory, which combines social network analysis (SNA) with latent semantic analysis (LSA) to help create and analyse a meaningful learning landscape from the digital traces left by a learning community in the co-construction of knowledge. The hybrid algorithm is implemented in the statistical programming language and environment R, introducing packages which capture – through matrix algebra – elements of learners’ work with more knowledgeable others and resourceful content artefacts. The book provides comprehensive package-by-package application examples, and code samples that guide the reader through the MPIA model to show how the MPIA landscape can be constructed and the learner’s journey mapped and analysed. This building block application will allow the reader to progress to using and building analytics to guide students and support decision-making in learning.
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