Need a good book on complex systems

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A user is seeking recommendations for an undergraduate textbook on complex systems, emergence, and neural networks, considering "Complex Systems: A Survey" as a potential option. They are looking for a book that serves as both a reference and an introductory text, ideally covering mathematical graph theory, cellular automata, and chaos theory. They mention having "Networks: An Introduction" by Newman, which they find to be mathematically intensive, especially in the later chapters, but appreciate the early examples. The book effectively combines discrete math with probability and statistics, requiring only a background in linear algebra and calculus, and contains valuable models, though over half of its 700 pages are focused on math. The user plans to revisit the thread for further insights after completing the book.
cronxeh
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I am looking for a good undergrad level textbook on complex systems, emergence, neural networks. I am considering getting https://www.amazon.com/dp/0199206651/?tag=pfamazon01-20.

Would anyone have any better suggestions? Something for both a reference and an introductory textbook, as well as some mathematical graph theory included, and maybe cellular automata and chaos theory?
 
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Ok for what its worth, I got the Networks: An Introduction by Newman. Its pretty heavy on the math towards the end, I like the examples he gives in the beginning chapters, but they are lacking the math behind them, unfortunately. The book is a great reference and combines discrete math with probability and statistics class, while only requiring linear algebra and calculus to understand it. The models at the end are very interesting. This book has about 700 useful pages, over half of them are math.

I skipped towards the end but I guess I'll return to this thread to review it better once I finish the whole book.
 
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