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March 29, 2003
Email traces show who's in your posse
















Dig this: A group of Hewlett Packard researchers studied 200,000 emails sent on their company's internal network. They analyzed them to see how they clustered, and discovered that it's pretty easy to figure out what little subgroups exist within a larger organization. As a story in the New Scientist puts it:

To pick them out, the researchers used a computer algorithm that looks for the critical links that form bridges between separate groups - what the team calls links with high "betweenness". By severing these links one by one, the algorithm gradually isolates people into different communities of groups who are emailing each other. ...

The technique revealed 66 communities at the lab. And when the researchers compared the community members with the company organisation charts, they found that 49 of them contained people who all worked in the same department. In most of the others, the people were collaborating on a project.

Simple enough -- when you look inside an organization, you'll find a bunch of groups. Where it gets interesting is when you look outside, into the full Internet. Would it be possible to examine email movement to figure out who "knows" who? Or, more importantly, who's the ringleader of a group?

In a second investigation, the team plotted the same network of emails using a standard algorithm that, in effect, tries to arrange it in the least tangled way possible. This showed that the managers, including the director, tended to cluster in the middle. "This approach puts in the middle the people who have the most diverse range of contacts in the organisation - and these tend to be the leaders," says Tyler.

An interesting way to hunt for the leader of a terrorist cell, to be sure. But also a superb way to run a dragnet on ever more totally innocent people, which is the strange direction our security apparatuses seem to be going these days. I can only imagine how much the Carnivore guys are slavering over these sorts of techniques. The HP guys themselves seem fairly agnostic as to how one could use this technique; they're just scientists, and this is good science -- you can download a PDF of their paper about the experiment here.


(Thanks to Coder Log for pointing this one out!)

Posted by Clive Thompson at March 29, 2003 02:37 PM

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Comments

Nice site. thx.

Posted by: Online Casino at January 16, 2004 2:40 AM

That gives us a pretty good starting point to understand a lot more about variables, and that's what we'll be examining next lesson. Those new variable types I promised last lesson will finally make an appearance, and we'll examine a few concepts that we'll use to organize our data into more meaningful structures, a sort of precursor to the objects that Cocoa works with. And we'll delve a little bit more into the fun things we can do by looking at those ever-present bits in a few new ways.

Posted by: Ellis at January 20, 2004 12:54 PM

This code should compile and run just fine, and you should see no changes in how the program works. So why did we do all of that?

Posted by: Adrian at January 20, 2004 12:54 PM

When Batman went home at the end of a night spent fighting crime, he put on a suit and tie and became Bruce Wayne. When Clark Kent saw a news story getting too hot, a phone booth hid his change into Superman. When you're programming, all the variables you juggle around are doing similar tricks as they present one face to you and a totally different one to the machine.

Posted by: Ebulus at January 20, 2004 12:54 PM

For this program, it was a bit of overkill. It's a lot of overkill, actually. There's usually no need to store integers in the Heap, unless you're making a whole lot of them. But even in this simpler form, it gives us a little bit more flexibility than we had before, in that we can create and destroy variables as we need, without having to worry about the Stack. It also demonstrates a new variable type, the pointer, which you will use extensively throughout your programming. And it is a pattern that is ubiquitous in Cocoa, so it is a pattern you will need to understand, even though Cocoa makes it much more transparent than it is here.

Posted by: Jerome at January 20, 2004 12:55 PM

These secret identities serve a variety of purposes, and they help us to understand how variables work. In this lesson, we'll be writing a little less code than we've done in previous articles, but we'll be taking a detailed look at how variables live and work.

Posted by: Cesar at January 20, 2004 12:55 PM

But some variables are immortal. These variables are declared outside of blocks, outside of functions. Since they don't have a block to exist in they are called global variables (as opposed to local variables), because they exist in all blocks, everywhere, and they never go out of scope. Although powerful, these kinds of variables are generally frowned upon because they encourage bad program design.

Posted by: John at January 20, 2004 12:55 PM

This variable is then used in various lines of code, holding values given it by variable assignments along the way. In the course of its life, a variable can hold any number of variables and be used in any number of different ways. This flexibility is built on the precept we just learned: a variable is really just a block of bits, and those bits can hold whatever data the program needs to remember. They can hold enough data to remember an integer from as low as -2,147,483,647 up to 2,147,483,647 (one less than plus or minus 2^31). They can remember one character of writing. They can keep a decimal number with a huge amount of precision and a giant range. They can hold a time accurate to the second in a range of centuries. A few bits is not to be scoffed at.

Posted by: Tristram at January 20, 2004 12:55 PM

Let's take a moment to reexamine that. What we've done here is create two variables. The first variable is in the Heap, and we're storing data in it. That's the obvious one. But the second variable is a pointer to the first one, and it exists on the Stack. This variable is the one that's really called favoriteNumber, and it's the one we're working with. It is important to remember that there are now two parts to our simple variable, one of which exists in each world. This kind of division is common is C, but omnipresent in Cocoa. When you start making objects, Cocoa makes them all in the Heap because the Stack isn't big enough to hold them. In Cocoa, you deal with objects through pointers everywhere and are actually forbidden from dealing with them directly.

Posted by: Mary at January 20, 2004 12:56 PM

We can see an example of this in our code we've written so far. In each function's block, we declare variables that hold our data. When each function ends, the variables within are disposed of, and the space they were using is given back to the computer to use. The variables live in the blocks of conditionals and loops we write, but they don't cascade into functions we call, because those aren't sub-blocks, but different sections of code entirely. Every variable we've written has a well-defined lifetime of one function.

Posted by: Blanche at January 20, 2004 12:56 PM

The Stack is just what it sounds like: a tower of things that starts at the bottom and builds upward as it goes. In our case, the things in the stack are called "Stack Frames" or just "frames". We start with one stack frame at the very bottom, and we build up from there.

Posted by: Christiana at January 20, 2004 12:56 PM


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  • Posted by: julia at January 24, 2004 8:51 PM

    bonjour
    je suis à bunia prèçisementen Rép.Dém.du congo
    merçi

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