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Titlebook: Learning Analytics in R with SNA, LSA, and MPIA; Fridolin Wild Book 2016 Springer International Publishing Switzerland 2016 Latent Semanti

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Visual Analytics Using Vector Maps as Projection Surfaces,e colouring in order to help create conceptual landscape visualizations. The means presented here complement the analytical processes introduced in the previous chapter with a powerful visual instrument. When combined, the two provide means to analyse social semantic performance networks.
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Implementation: The MPIA Package, of learners, while at the same time introducing re-representation mechanisms for visual analytics to guide and support decision-making about and during learning. Use case and activity diagrams of an idealized analysis workflow foster understanding of how MPIA analysis processes can be conducted.
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Introduction,nstruments for further analysis and visualization, therewith supporting guidance and decision-making about and during learning. Within this introduction, the scope of the book is further refined. An introduction to the learning technology software market is followed by a characterization of the rese
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Learning Theory and Algorithmic Quality Characteristics,o the one algorithmic model created with the help of this theory and further detailed in this book, a novel algorithm called ‘meaningful purposive interaction analysis’. Conceptually, it is grounded in methodical culturalism and its novelty is to extend this culturalist information theory with the c
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Representing and Analysing Meaning with LSA,ion being a natural candidate for further integration. The chapter starts with its mathematical foundations, then provides an overview on the standard analysis workflow (with the package developed), also guiding through the standard use cases. Two demos follow subsequently to foster understanding an
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Meaningful, Purposive Interaction Analysis, latent semantic analysis will be explored in order to make visible where MPIA goes beyond the sum of these predating methods. It therefore, first, revisits essential theorems about matrix algebra, as a side effect introducing also the basic mathematic vocabulary used in this section. Then, Eigensys
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Visual Analytics Using Vector Maps as Projection Surfaces,ys. It proposes methods for link erosion, planar projection (with monotonic convergence!), kernel smoothening, and a hypsometric colour scheme for tile colouring in order to help create conceptual landscape visualizations. The means presented here complement the analytical processes introduced in th
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