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This is a book that aims to offer an overview of the world of temporal networks. It is a Masters Thesis work written for Vienna University of Economics and Business. You should read this book if you have never heard of dynamic graphs and are curious about what is the state of the art in this domain, what models have been developed so far and what software tools can be used to use or implement some of these models. The book offers as well an introduction into graph theory which is the basis for understanding the concepts described throughout the work.