Showing posts with label Networks. Show all posts
Showing posts with label Networks. Show all posts

Monday, May 16, 2011

Book Review: Wired for Thought

Here's my latest book review for Wired for Thought: How the Brain is Shaping the Future of the Internet by Jeffrey M. Stibel (@Stibel). Let me share some thoughts about this extraordinary book.

Brain scientist and Internet entrepreneur Jeffrey M. Stibel (@Stibel) presents a provoking hypothesis: “The Internet is a brain. By this I mean that the Internet is more than a reflection of intelligence; it actually manifests intelligence.”

What the book is not
Wired for Thought is neither a grand unifying theory nor a comprehensive explanation of everything you need to know. Not with respect to the Internet and not with respect to the brain. Stibel (@Stibel) eloquently connects some of the dots that form his seemingly far-fetched hypothesis. Yet, there are too many dots for a book with roughly 200 pages and the interested reader is left with many unanswered questions. Indeed, Wired for Thought is not the holy book of the Internet, yet it is inspiring – tremendously inspiring.

“The Internet is a brain”
Let me give you one example, inspired by Jeff Stibel’s (@Stibelbook, which will show you how the Internet is like a brain. Consider the words apple, mobile and cell...

If you are now thinking of the iPhone you mastered a task that is too hard for most computers. You realized that apple refers to a company rather than a fruit and mobile and cell are short forms of mobile phone and cell phone, respectively. What happens in your brain is that a set of neurons is activated and this set of neurons is connected to the set of neurons representing the idea of the iPhone. Consequently, these neurons are activated too and you come to think of iPhone. That sort of intelligence is what makes us intelligent and computers – well, computers.

Entry of the Internet: The Internet has that form of intelligence. If you follow hyperlinks containing apple, mobile and cell you will eventually hit a website with information on the iPhone. Advanced search algorithms are even able to recognize that you might be looking for an iPhone by crawling through the pattern of hyperlinks. These hyperlinks are the dendrites of the Internet and the websites are its neurons. The structure of the Internet eventually resembles the structure of the brain.

Are we doomed?
OK, the Internet is a brain. Are we doomed? Will it hook our brains up to machines and create a matrix-type of future? Fortunately not. But Stibel’s (@Stibelbook does provide us with some insight about the evolvement of the Internet, its strengths, weaknesses and its eventual limits. While I cannot write about all of these insights here I have discussed the limits to network growth in an earlier blogpost. If this does not satisfy you, get the book! It is a great read and definitely worth your time!

Currently I am reading Brainsteering: A better approach to breakthrough ideas by Kevin P. Coyne and Shawn T. Coyne. Follow me on Twitter to get the news about the book review!

Tuesday, May 10, 2011

Identifying the Limits to Network Growth

This article draws heavily on ideas from Jeffrey M. Stibel's (@Stibel) book Wired for Thought: How the Brain Is Shaping the Future of the Internet. I will write a book review in the next few days. However, the ideas presented here are too broad to be discussed in the review only.

Let's have a look at the growth of networks, be it the internet, the neural network of the brain or the social network of your friends and family members (online or offline). Metcalfe's law - formulated by Bob Metcalfe (@BobMetcalfe) - states that the value of a telecommunications network is proportional to the square of the number of connected users of this network (n^2). While this law has been critized by several authors (e.g. here), its general idea has proven to be quite robust in the course of time despite postulating unlimited growth.

However, Metcalfe (@BobMetcalfe) asked in a 2006 blogpost whether this is actually true. It might be the case that the value of a network actually starts going down after some size. This is exactly what Jeff Stibel (@Stibel) proposes when he writes:
My theory is that Metcalfe's law works until a network reaches the point of critical mass. But at that point - where cost exceeds value - the value curve stops increasing. The value curve almost inevitably follows the cost curve from that point forward. (p. 113)
He reasons that this critical mass is determined by a wide range of external factors that determine something that might be termed "carrying capacity". For an ant colony (which is basically a network) such a factor might for example be food availability. If Stibel (@Stibel) is correct and such a carrying capacity exists for the internet, we can use systems theory to give an idea of how this slowing down of growth might happen:

Systems facing a carrying capacity constraint usually exhibit S-shaped growth. In their beginnings they are dominated by economies of scale and grow at an ever increasing rate (similar to Metcalfe's law). However, when their size approaches the carrying capacity and resources become scarce, growth slows down and the system eventually settles in an equilibrium (for a generic explanation of the S-shaped growth behavior visit the website of the System Dynamics Society).

It is quite difficult to forecast such S-shaped growth patterns because a number of mathematical models can be used (e.g. the logistic model or the Gompertz model), that might fit historical data equally well. However, it is particularly important to pay attention to the inflection point, at which the growth rate starts to decrease. Furthermore it is important to identify the factors determining the carrying capacity of a particular network.

The identification of these factors can not only improve the valuation of internet companies which might prevent another dot-com bubble; it can also help to extend the carrying capacity of the internet and to ensure its continuous growth. Any ideas on what these factors might be?

I will soon publish a more comprehensive review of Wired for Thought: How the Brain Is Shaping the Future of the Internet. Follow me on Twitter and I will let you know!