Visual exploration of the generalizationof neural network projections

Abstract

As multidimensional data becomes more abundant, so does the question to understand it. Visualizations are very informative as to what this data has to say, which is why study on dimensionality reduction methods, or projections, continuously increases. Recently, Neural Network Projections has shown much promise as a good alternative to standard projection techniques, as it is able to retain almost the same quality as any other projection technique, while removing many issues that they might have.