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Network Analysis and Synthesis, by Franklin F. Kuo

This book is in many senses a tour de force of network analysis and synthesis. It covers most of the essential topics to understand the workings of modern networking and lays the foundation for more advanced studies into the various areas. 

There are an extensive use and explanation of mathematics which is central to understanding networks.

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