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Learning Analytics in R with SNA, LSA, and MPIA

Author Fridolin Wild
Publisher Springer
Category Computers
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Book Details
Author(s)Fridolin Wild
PublisherSpringer
ISBN / ASIN3319287893
ISBN-139783319287898
AvailabilityUsually ships in 24 hours
Sales Rank439,935
CategoryComputers
MarketplaceUnited States 🇺🇸

Description

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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