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Books > Computing & IT > Applications of computing > Databases > Data mining
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Learning Analytics in R with SNA, LSA, and MPIA (Hardcover, 1st ed. 2016)
Loot Price: R3,397
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Learning Analytics in R with SNA, LSA, and MPIA (Hardcover, 1st ed. 2016)
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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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