Skip to main content

Complexity: a guided tour – Melanie Mitchell ****

This book made me want to cheer, because with this title OUP has got it right. I dearly love Oxford University Press, and time after time they come up with popular science books that sound really interesting. Only, when you read them they can be dull and not very well written, often, I’m afraid, because the author is an academic. But this time, in this fascinating guide to complexity, emergent systems, networks and more, they’ve found an author with just the right tone who has the ability to make the subject interesting while still conveying her own interest and involvement in the field.
You may have come across complexity as an adjunct to chaos theory – and chaos is covered in here, but there are so many other things too. In looking at the background, Melanie Mitchell includes the theory of information and computation, plus tying this theory into evolution. She introduces us to genetic algorithms and other computer-based mechanisms for systems to evolve, including the potential for using these approaches in problem solving. We discover cellular automata and an attempt to get computers to understand analogy. And there’s a whole section on the hot topic of networks, from the World Wide Web to the human brain. Time and again we see how simple rules and structures can evolve into complex results that can be difficult to predict in their real world forms.
If I’m picky, Mitchell does occasionally give us too much detail, falling into the ‘boring lists’ trap – and some of the items she covers are presented in too technical a way. There’s also a statement at one point ‘Given a room full of air, at a given instant in time each molecule has a certain position and velocity,’ that would have a physicist cringing – for quantum particles, there aren’t values for the properties until a measurement is taken, and even then the uncertainty principle ensures we can’t know both with any accuracy. But the statement is made in the context of some classical statistical physics, so is almost forgivable.
The reader is probably left with a slight sense of doubt. There seems to be a lot of science here that’s fascinating, but can’t really be used for anything. But that’s not the author’s fault, it just reflects the nature of complexity – at least in our present level of understanding – and Melanie Mitchell’s book will certainly ensure that the reader has a good picture of what it’s all about.

Hardback:  
Using these links earns us commission at no cost to you   
Review by Brian Clegg

Comments

Popular posts from this blog

Luna: Moon Rising (SF) - Ian McDonald ****

I'm not the natural audience for this book. Game of Thrones l eaves me cold - and it's hard not to feel the influence of GoT (and a whole lot of Dune )   underneath a veneer of science fiction and the trappings of a South American drug cartel in the cod-medieval family power battles and chivalric details. There are even dragons (of a sort). I'd be really sad if the future did involve this sort of throwback feudalism. However, remarkably, despite this I found Luna: Moon Rising kept me engaged. The fact is that Ian McDonald can put together a good plot with intricate machinations, which is enough to carry the reader through what can be a bewildering collection of characters. The two page scene-setter saying who did what to whom at the start was useful, but I could have done with family trees for the main family as I was constantly forgetting who was who - especially easy as McDonald endows many families with characters with the same first initial (e.g. Ariel and Al...

Adventures of a Computational Explorer - Stephen Wolfram ***

Stephen Wolfram, the man behind the scientist's mathematical tool of choice, Mathematica, plus a whole host of other software products, including the uncanny Wolfram Alpha knowledge engine, is undoubtedly a genius of the first order. In this book, we get an uncensored excursion into the mind of genius - which is, without doubt, a fascinating prospect. The book consists of a collection of essays and speeches that Wolfram has produced over the last ten to fifteen years, covering an eclectic range of topics. Like all such collections, the result is something that lacks the coherence of a book with a narrative that runs through it, inevitably introducing a degree of repetition and a mix of interesting and not-so-interesting topics - but there's likely to be something to catch the attention anyone who is into computing or mathematics. One of the most interesting pieces is the opening one, where Wolfram describes being a consultant on the SF movie Arrival. He seems to hav...

The AI Paradox - Virginia Dignum ****

This is a really important book in the way that Virginia Dignum highlights various ways we can misunderstand AI and its abilities using a series of paradoxes. However, I need to say up front that I'm giving it four stars for the ideas: unfortunately the writing is not great. It reads more like a government report than anything vaguely readable - it really should have co-authored with a professional writer to make it accessible. Even so, I'm recommending it: like some government reports it's significant enough to make it necessary to wade through the bureaucrat speak. Why paradoxes? Dignum identifies two ways we can think about paradoxes (oddly I wrote about paradoxes recently , but with three definitions): a logical paradox such as 'this statement is false', or a paradoxical truth such as 'less is more' - the second of which seems a better to fit to the use here.  We are then presented with eight paradoxes, each of which gives some insights into aspects of t...