A computational visual analysis of image design in social media

While user-generated images represent important information sources in IS in general and in social media in particular, there is little research that analyzes image design and its effects on virality. We introduce an innovative computational approach to extract image design characteristics that includes convolutional neural network-based image classification, a dimensionality reduction via principal component analysis, manual measurement...