Computer Models Find Patterns In Asymmetric Threats
The Narrative Fallacy brings us a story about a project by University of Alabama researchers to develop a database capable of anticipating targets for future guerrilla attacks. Quoting Space War:
"Adversaries the US currently faces in Iraq rely on surprise and apparent randomness to compensate for their lack of organization, technology, and firepower. 'One way to combat these attacks is to identify trends in the attackers' methods, then use those trends to predict their future actions,' said UA-Huntsville researcher Wes Colley. 'Some trends from these attacks show important day-to-day correlations. If we can draw inferences from those correlations, then we may be able to save lives by heightening awareness of possible events or changing the allocation of our security assets to provide more protection.' Researchers reviewed the behavior signatures of terrorists on 12,000 attacks between 2003 and mid-2007 to calculate relative probabilities of future attacks on various target types."
As lame as it sounds, it would be a step up from the current method my gov't(US) uses: treat everybody like a criminal.
It's all part of game theory. If your enemy doesn't randomize their tactics, then you can take advantage of any statistical bias or pattern. Soon anyone buying a geiger counter, thermal noise diode, or even a lava lamp, will be a candidate for the terrorist watch list.
Shortly after the study began however, the patterns began to match-up to something surprisingly familiar. We have determined that the terrorists are using Windows' random number generator to pick their targets.
Demented But Determined.
Even better -- if you look in television static long enough, you are going to find a pattern. Either they've found some hidden predictor of attacks, or maybe someone needs a course in basic Ramsey theory, which deals with conditions under which order (patterns) must occur even in random noise.
Consider this example (*not* meant as an analogy for the discrete math nazis): you have an infinite sequence of completely random letters over the alphabet. What is the probability of finding "abc" repeated 15 times with a gap of exactly 10 letters between successive repeats? If the stream is indeed completely random, then the probability is non-zero and you will EVENTUALLY (probably) see the "pattern".
An old-timer with old-timey ideas.
FTA
"This study considered two aspects of each attack: the target of the attack, and the time of the attack. Using careful statistical techniques, the team identified correlations between attacks on various target types as a function of time. For instance, if there were an attack on a government target, that somewhat increased the chance of an attack on a police target over the next several days."
Sounds pretty strait forward. If you have a brazen attack against, say, a base, you can expect a higher risk of attacks on other assets. Isn't that why after the 911 attacks there were Combat Air Patrol flights over every major city for days. This is just common sense...
I've read Slashdot for the last 5 years, and now I start posting... Go figure
Computer models are only as good as their data: Garbage In, Gospel Out. That's a problem with climate modelling. The climatologists keep tweaking the models until they get what they expect and are then smug because the models "prove" their predictions.
If terrorist activity is truely random, then this thing does not stand a chance. However, terrorists, like most people, likely follow some sort of pattern and if the signature "tell tale signs" can really be detected then perhaps attacks etc can be predicted.
Engineering is the art of compromise.
So predict the unpredictable?
Or more precisely, predict the mostly-unpredictable. Just about any activity involving humans, even if it seems utterly random at first glance, will have underlying patterns which emerge once one analyzes the data.
It isn't whether it is an optimal strategy, but whether these tools improve materially the effectiveness of intelligence. "Discovery" AI/Expert systems were finding new materials processes during the 1980s.
Oh ye of little faith. Still, trust in god but lock your car.
Verizon: Latin for "poor rural service".
Yeah but a 6th month study done in Alabama ain't going to give you anything more than a good soldier is going to be able to tell you. Or maybe a good spreed sheet, this looks like a glorified Office macro to me.
I'm sick of following my dreams. I'm just going to ask where they're goin' and hook up with 'em later.
Supposedly one of the better spies (I forget which) always carried a coin in his pocket that he'd flip every few minutes to make random decisions (get to a street corner: turn or go straight? Flip).
Engineering is the art of compromise.
Either they've found some hidden predictor of attacks, or maybe someone needs a course in basic Ramsey theory [wikipedia.org], which deals with conditions under which order (patterns) must occur even in random noise.
Sure, that's why you have test sets to determine if the models the system learns from the data are useful or not. I think it's safe to assume that the scientists working on this are familiar with the basics of learning theory and modeling.
But the terrorists have to conform to reality, there are conditions that must be met for an attack to be carried out. Resources and weaponry must be aquired transferred or built. Willing persons must be in the area or transported there. The application of these resources, which are valuable even if they are a disposable one-shot sort deal often, so we know they will be trying to maximize effect in minimizing risk. There may be vastly more targets than terrorists, but that does not mean that every target could be targeted at any one time. If anything, the research should be a useful tool in helping predict not randomized attacks, but rather supplies, logistics, idelogical supports; the true treasures of information warfare.
Demented But Determined.
Just how easy is it to think of something truly random? Ask 100 people to pick a random number between 1 and 10 and you will see a pattern. It won't be random because certain numbers will be preferred. Try asking the person to repeatedly pick a random number between 1 and 10 and they won't be able to do it. Throw in other factors they need to consider and being random gets really hard. By using computer pattern matching we have a shot at discovering patterns they don't even know they have, and perhaps patterns psychologists aren't aware of either. The psychologist will make assumptions, and those assumptions might be wrong or limiting. The computer can think outside the human box. It might just find the pattern without being hampered by questions about why the pattern is there.
I often don't like the choices people make, but I like the fact that people make choices. That's why I'm a conservative.
Using computers sounds far more scientific than reading tea leaves.
Engineering is the art of compromise.
-- Remember, we're not happy until you're not happy. -- Local FAA Inspector --
Human behavior is not entirely random, certain assumptions can be made.
For example, when choosing random locations on a map, people tend to scatter the locations across it, leaving a somewhat similar distance between each one of them.
Real randomness creates clusters on the map, causing some of the chosen locations to end up next to each other.
On the other hand, maybe I've just been watching too much "numb3rs"...
I imagine a strong basis for correlation would be "target is a member of armed forces engaged in hostile occupation of foreign country invaded on false pretences for strategic reasons." E.g. America in Iraq, Vietnam, Afghanistan, Russia in Afghanistan, Germany in France.
In other words, the best way to reduce these types of attacks is to avoid invading other countries without (at least) the invitation of the citizens. Compare, for example, UN peacekeeping forces in Kosovo who are not subject to constant random attacks precisely because the general populace wanted them there.
America needs to learn to address the underlying disease, not the symptoms. Likewise terrorism: remove the underlying motivation (hint: it's not "terrorists hate freedom") and resolve the problem.
Read Pynchon.
And some targets are preferable to others. So empty warehouse X isn't as interesting as a shopping mall. So the randomness must fall with certain ranges of targets that will cause terror. Pattern analysis may help figure out what targets they pick randomly from based upon the above mentioned logistic, supply and idealogical concerns.
"Sometimes it's hard to tell the dancer from the dance." --Corwin Of Amber in CoC
You miss the point of the program. The types of attacks is constantly shifting. Where it shifts to might be unpredictable, but that doesn't mean that you can't catch the shift as it happens. So, imagine all of a sudden you get a few small, but successful attacks on Shiite elementary schools in a certain providence. Your correlation notices that there have been a few attacks, it notes that the attacks 'success' matches what counts as 'success' (high body count, media exposure, low losses, political change, increased sectarian strife, etc.) from previous shifts in targets, and alerts you to expect more attacks on school in that providence, and warns that in a months time you might be facing such attacks in other providences.
On the other hand, imagine that there are a few attacks on school buses. You might be tempted to draw the same conclusion as the school attacks. However, the bus attacks don't meet the pattern. They result in "failure", whatever that might be (high causalities on attackers, minimal media coverage, low body count, etc). The program says not to pour all your resources into fighting this new threat as it is unlikely that the attacks will continue.
I am not saying whether or not such a program is going to work, but the principle is sound. Some types of events lead to other types of events. You might not be predicting what happens in a year, but you might catch a trend before it spread across the entire nation.
The people of Iraq have a right to resist their occupiers by any means necessary. If a government with a century-long history of aggression and crushing democracies were to invade your country, I'm sure you'd agree. That anyone would develop technology to aid the occupiers is shameful. If anything, try to come up with a computer model for ending the war and imprisoning its architects and enablers.
How about saving lives by not using air-strikes in densely populated civilian neighbourhoods? It doesn't take a computer model to tell you that bombing towns and cities is going to kill civilians and create a lot of very angry (and probably armed) people.
I'm sick of following my dreams. I'm just going to ask where they're goin' and hook up with 'em later.
Really, though, you think they're studying shopping mall attacks? They studied "12,000 terrorist attacks". Bet you didn't know there had been 12,000 terrorist attacks in Iraq in the past four years, did you, let alone 12,000 well documented enough to study? Assuming an average of 20 people killed per attack, that'd mean ~250k people had been killed in well-documented terrorist attacks without the media catching on to the overwhelming majority of it. With that many people being killed by terrorists, who needs insurgents?
Here's a wild notion: they're doing what the US government usually does and calling any insurgent attack a "terrorist attack". Which is why this research is being carried out for the DoD instead of the Department of Homeland Security.
"Is Donald Trump a racist? I'll let you decide 'Yes' for yourself."
In case you didn't read the article, it's the University of Alabama in Huntsville.
By the way... both UA and UAH are national leaders in homeland security and law enforcement technology research. Add UAB, with its biomedical research and other engineering programs, and Alabama universities are home to some of the best engineering and technology research in the nation.
All my liberal friends think I'm a conservative, all my conservative friends think I'm a liberal.
I love the terrorist-fearing pant-loads crying that the terrorists use women and children to fight off the people who have invaded and occupied their country. Do they really think American women and children wouldn't volunteer to help resist the Chinese, if they entered our nation and set up a puppet government?
All I can say about this conflict is that nobody I give a shit about was stupid enough to believe the government's lies and enlist to fight in Iraq. My deepest condolences for those who enlisted pre-2003 to defend their nation...these men and women are being misused.
Blar.
The only pattern I can really agree on is the one where we see the US spending billions in research against something that a simple change of foreign policy could (still?) avoid.
And BTW, I thought you guys stopped relying too much on spy sats and computers an more on HUMINT?
Recently we discovered that some djihad groups are training 8 years old kids to be suicide bombers, that's were we are, the US wants to stop it? Then think with humanity.
I have a fool-proof method for completely avoiding any future attacks upon our troops in Iraq. Get the fuck out of Iraq. Stop invading countries for the purpose of lining the pockets of defense contractors and protecting the interests of oil tycoons and central bankers. Predictable idiotic responses to my idea: the terrorists will have won! The terrorists have already won a new recruiting and breeding ground, thanks to gw, cheney and rumsfeld. Iran will take over Iraq: let them have it. they're probably too smart to want the trouble though. there will be civil war and genocide. we already have that, pay more attention. we'll destabilize the middle east. we already did that.
Not to mention the fact that the Marshall Space Flight Center is in Huntsville. That Saturn V thing? No way it could have actually reached space, it was designed in Alabama.
But this is Slashdot; it's useless to try rebut the groupthink (read: prejudice) with facts.
Floating face-down in a river of regret...and thoughts of you...
Then terrorists will start rolling dice. They aren't idiots, and they have a bigger stake in this then we do.
The ENTIRE THING was preventable by not invading a sovereign nation and killing a messload of innocent civilians in the name of... what exactly was it again? I seem to have forgotten.
...
*sigh*
I hate it when people trivialize the reason the US went into Iraq.
It's a *very* complex, very powerful function of time. However, it can be simply summarized thusly:
Begin: Terrorists are hiding out in Iraq, and Iraq had something to do with 9/11
Month 1: Weapons of Mass Destruction
Month 2: Liberate Iraq from the tyranny of a dictator
Month 3: Bring democracy to the Middle East in order to stabilize it
Month 4: Them WMDs are still out there, and they're not going to destroy themselves, you know
Month 5: Iraq is going to flourish now they have democracy
Month 6: Mission accomplished!
Month 7: That dictator had help hiding the WMDs, but we'll find them once we're in complete control
Month 8: Iraqis are fighting back! They're terrorists! See? We told you they were there!
Month 42: Iran is building WMDs!
Know what I hate? It was so patently obvious Iraq had no WMDs, and no capability of developing anything more dangerous than mixing bleach with ammonia.
It's over 6 years since 9/11, and we're no closer to catching bin Laden than we were at the beginning. Didn't somebody famous vow he would bring the perpetrators of 9/11 to justice? Now, I know that vows don't mean a lot to everyone, but they *should* matter to the leader of the world's most powerful nation. But, then again, he vowed to uphold and protect the Constitution, as well.
Oh, well. Fuck it. I am trying to let go of my hate, so I may find peace.
Somebody on this planet should have peace, anyway.
Microsoft is to software what Budweiser is to beer.
...on why the USA is so hated that there have been TWELVE THOUSAND terrorist attacks in three and a half years?
Or is that just crazy defeatist talk?
Significance only makes sense when the underlying distribution is known, such as the random sequence I listed as an example. When you have no clue what the underlying distribution is, and can NOT safely assume near-normality because of the central limit theorem, all bets are off. I just don't buy that the distribution of terrorist attacks is normal or even near-normal, not without some hard evidence.
An old-timer with old-timey ideas.
counterintelligence realized most people do not flip when crossing the street.
No, I'm joking. Seriously though, one of the things the military does in Iraq when looking for the foreign jihadis is they watch for wrong turns off main thoroughfares. It is apparently pretty effective at sorting out people who aren't from around here -- if you know Main Street less well than the Americans, you just might be from out of town!
Help poke pirates in the eyepatch, arr.
The big pattern is that the guerrillas fight dirty. They look for and use any openings: if you close one opening, they'll use the next, least defended one, and it takes them very little time to shift targets because they have little command structure, just enough to keep isolated cells in munitions and shelter.
The second big pattern is "why do they keep attacking"? If the US instigators of this war had listened to their more competent staff, who told them it's a huge mess and they needed 3 times the number of troops and not to use so many mercenaries (who are a massive problem in Iraq as they've been in other "peacekeeping" operatons), we'd have had a much cleaner recovery after the invasion and wouldn't have these issues.
But that's an even bigger picture pattern, and these research studies can do nothing about it.
But then there are other forms of terrorism, such as flying a B2 filled to the gunnels with high explosive munitions that rain down on the homes and hovels of innocent civilians.
Americans like to bark about terrorism as in the form taken by small groups of murderous assholes, frequently on a suicide mission. And they bark louder when a state gets involved in support of such efforts. But they refuse to take responsibility (much less blame) when they themselves act as State Sponsored and funded terrorists by bombing the living fuck out of innocent civilians. Whether it's a team of suicide bombers or a team of bomber flight crew, the results are the same: mass death of innocent civilians.
And don't go cracking a pantload over how the Iraqis attacked your freedom. WHEN did the boat filled with Iraqi soldiers float to the USA and attack your freedom? What day was that? I sure would like to know because I was taking a vacation in this lovely little place called REALITY. The USA is a terrorist nation. Its unwarranted and unwanted and utterly idiotic invasion of Iraq has resulted in the deaths of hundreds of thousands of people there. Whether it is death strapped to some delusional team of assholes chanting ALLAH, or some cynical assholes flying at 12,000m dropping ordnance all over a city and thinking it's a job well done, the results are the same: dead civilians at the hands of a team of assholes.
Here's a way to predict terrorists attacks: check the flying sortie records of the US Air Force.
RS
Shoes for Industry. Shoes for the Dead.
Please read the entire thread before responding to one post.
I do like what you did there though. You separated attacks on US troops by roadside bombs and suicide bombs on Iraqi civilians as if they weren't being orchestrated by the same people. Reality check - they are.
The quote I was replying to:
"I love the terrorist-fearing pant-loads crying that the terrorists use women and children to fight off the people who have invaded and occupied their country. Do they really think American women and children wouldn't volunteer to help resist the Chinese, if they entered our nation and set up a puppet government?"
The point still stands. At no time in the revolutionary war did American Soldiers attack their own civilians to prove a political point. The original poster was alleging that the women, children, and disabled individuals who are being recruited by the Terrorist Movements in Iraq are somehow making a willful point to join and participate, to resist occupation. Please confirm to me that you understand that these mentally handicapped individuals are not, in fact, making an informed decision to participate in these bombings and that they are being used to awful and destructive ends by extremely evil individuals.
Also, geoff, I appreciate the snide closing to your post, as if your level of education was somehow greater than mine.