9783319287898

Learning Analytics in R with SNA, LSA, and MPIA

Format: Hardcover

ISBN13: 9783319287898

Hardcover|9783319287898


Overview

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.

 


ISBN-13

9783319287898

ISBN-10

3319287893

Weight

12.52 Pounds

Dimensions

6.25 x 0.75 x 9.25 In

List Price

$109.99

Edition

1st Edition

Format

Hardcover

Language

English

Pages

xv, 275 pages

Publisher

Springer

Published On

2016-04-11



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