The thesis is centered around non-linear techniques for dimensionality reduction on multidimensional data. It was completed jointly Konstantinos Fragkos, under the supervision of Ioannis Emiris and Ioannis Chamodrakas. Apart from covering the mathematical foundations of these methods, we also provide experiments on many datasets, both artificial and real-world, of varying difficulty.
