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Learning Analytics in R with SNA, LSA, and MPIA
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.
Annual Report
Contains also Proceedings of conferences of health officers, and lists of physicians.
Indianapolis Monthly
Indianapolis Monthly is the Circle City’s essential chronicle and guide, an indispensable authority on what’s new and what’s news. Through coverage of politics, crime, dining, style, business, sports, and arts and entertainment, each issue offers compelling narrative stories and lively, urbane coverage of Indy’s cultural landscape.
Indianapolis Monthly
Indianapolis Monthly is the Circle City’s essential chronicle and guide, an indispensable authority on what’s new and what’s news. Through coverage of politics, crime, dining, style, business, sports, and arts and entertainment, each issue offers compelling narrative stories and lively, urbane coverage of Indy’s cultural landscape.
The Jubilee Year Book of the New-York Observer
Reprint of the original, first published in 1873.
