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Quantifying Aesthetics of Visual Design Applied to Automatic Design (Hardcover, 1st ed. 2016)
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Quantifying Aesthetics of Visual Design Applied to Automatic Design (Hardcover, 1st ed. 2016)
Series: Springer Theses
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In this thesis, the author makes several contributions to the study
of design of graphical materials. The thesis begins with a review
of the relationship between design and aesthetics, and the use of
mathematical models to capture this relationship. Then, a novel
method for linking linguistic concepts to colors using the Latent
Dirichlet Allocation Dual Topic Model is proposed. Next, the thesis
studies the relationship between aesthetics and spatial layout by
formalizing the notion of visual balance. Applying principles of
salience and Gaussian mixture models over a body of about 120,000
aesthetically rated professional photographs, the author provides
confirmation of Arnhem's theory about spatial layout. The thesis
concludes with a description of tools to support automatically
generating personalized design.
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