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§Introducing the reader to the mathematics beyond complex networked systems, these lecture notes§investigate graph theory, graphical models, and methods from statistical physics. Complex networked systems play a fundamental role in our society, both in everyday life and in scientific research, with applications ranging from physics and biology to economics and finance.§§The book is self-contained, and requires only an undergraduate mathematical background.§§