Computer Software to Predict the Unpredictable 287
Amigan writes "Professor Jerzy Rozenblit at the University of Arizona was awarded $2.2Million to develop software to predict the unpredictable — specifically relating to volatile political and military situations." From the article:
"The software will predict the actions of paramilitary groups, ethnic factions, terrorists and criminal groups, while aiding commanders in devising strategies for stabilizing areas before, during and after conflicts.
It also will have many civilian applications in finance, law enforcement, epidemiology and the aftermath of natural disasters, such as hurricane Katrina."
computer? (Score:5, Funny)
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Even if we assume these r
Re:computer? (Score:5, Informative)
Readers of Asimov will know the qualitative reasons for why such things as broad socio-economic-historical trends and the actions of large groups of people can in principle be made predictable. For a system to be chaotic, it must have a large PHASE SPACE of possibilities (physical size is not always important but it is significant). What matters is the degrees of freedom and how parts of the system are coupled to other parts. Do small perturbations in the system dissipate or do they spread? Modern society has evolved into a 2-phase system where it reacts to new perturbations by simply breaking them into two possibilities - this helps relieve tensions and most people get stuck in one of the two states. This has the rather fascinating effect of re-stabilizing the system despite the introduced disturbance.
So, as the above example leads us to suspect, modern human societies are just not as complex as our egos would lead us to believe. There is strong coupling between its parts and few people stay undecided about issues - they simply get stuck orbiting one of two strong attractors in the space of possibilities and this serves to relieve any stress. In such a system of course, revolutions (in the sense of widely held beliefs changing within the lifetime of a single individual) simply cannot happen. At the worst, there might be a slow decay and unraveling of the social fabric. Barely noticeable.
Equivalent arguments apply to the "free will" of individual human beings. Humans tend to congregate in packs - behaviorally, philosophically or otherwise. This strong tribal leaning that is presumably built into our genes ensures that most behavior patterns will be statistical in nature. Indeed, the actions of an individual can be simply predicted to a first approximation by merely qualitative means even in the absence of complete information by assuming rational behavior. A better approximation can be achieved by modeling the level of rationality of the individual and assigning probabilities based on that.
While human beings may not be predictable in a strictly deductive sense, most people are (for better or for worse) rather mundane in terms of how eccentric they can be (in a way that actually affects other parts of society). This can hardly be a bad thing as the timescale of societal change must be greater than the lifetime of an individual for a society to be called "stable". If it is MUCH greater, we would call that society degenerate or decayed.
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You are, of course, presuming that Asimov was doing more than writing good FICTION.
Simply trying to save time by pointing readers to a good source for a feasibility analysis of psychohistory (the statistical prediction of future trends). Science fiction may be "just fiction" but in my experience, and in the hands of an honest author (which the good Doctor indubitably was), it offers excellent first order feasibility studies of speculative sciences.
The program in the article may have limited success, but all I said in my original post was that it should, in principle, be possible to
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We already have companies that devote most of their energy to this. We call them marketing companies. They have a pretty good idea of how the average consumer (and an even better idea by demographic) will respond to a given stimulus. They also have a pretty good idea how well a product will sell in a given market. Companies do not spend billions of dollars per year on marketing without many facts to back it up. Kind of the same issue we have with Spammers and their Chums.
I do not think the software wi
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There's still the issue of dealing with the tail end of any distribution. I don't care about the 99.999% of people who, in the aggregate, fit a model. I care about that 0.001%
Depends on the situation (Score:3, Insightful)
It takes events like 9/11, or the invasion of Kuwait by Iraq, to adjust the normal state of affairs. In a flux situation, small actions (and individual actors) can cause tremendous instability...or crystalization, depending.
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There is some degree of logic in a system like this, just not in the predictive sense. A system like this is much better used to make assessments of what conditions are like. As in what outcomes are favored by a change in conditio
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You could do it with a switch:
switch (case)
{
default:
fireAtWill();
}
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Fix weather prediction first (Score:2)
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Re:Can it predict the weather six months out? (Score:5, Funny)
Of course it can--did you even read the link?
It will just take about six months to calculate the result.
Well... (Score:5, Funny)
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I'm sure the computer did.
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If it really can predict the unpredictable, let's see it try to predict which atom in a radioactive element is going to decay next. Then I'd be impressed.
Maybe it uses Markov chains (Score:2)
Okay, I guess it is a predictable response, but can it predict this banana pants?
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bullshit flag (Score:5, Insightful)
Predict it for 2 weeks, I will blow you.
You cannot predict something with so many variables that you don't understand. You certainly cannot do it regarding how people will react.
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So lets start now on my free blowjob. How many chances do I get?
Re:bullshit flag (Score:5, Insightful)
I second that.
The whole article is totally bizarre and buzzword populated begging for attention. Not only will it predict the actions of nearly every bunch of lunatics it will also "display data in graphical, 3-D and other forms that can be quickly grasped".
Please! We have a highly complex situation, with a lot of different agents and a long genesis, and literally millions of different contextual factors influencing the situation and they take all this munch and crunch it a little with fancy buzzword concepts and put it in a pie chart?
This is an insultingly brazen self-adulation.
Ok, I changed my mind I'm gonna die laughing.
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The weather and radioactive decay are random events.
an individual is difficult to predict; large groups, however, are rather predictable.
The whole issue with using humans to predict political situations is that humans are biased.
The computer is not. Even with common polls showing the election one way ENIAC predicted the presidential election correctly for the expected loser.
-nB
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You don't get it (Score:4, Insightful)
Its the ultimate repudiation. As far as I can predict, they will spend lots and lots more money on this, get some buddies in on the gravy train somewhere to boot, and they still got themselves a bargain.
sure here we go: (Score:2)
Not weather (Score:2)
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In front of your computer. Duh.
Now get over here and blow us.
{I couldn't help it...Resistance was futile.}
It's A TRAP! (Score:5, Funny)
They come right out and say it...
Re:It's A TRAP! (Score:4, Funny)
Ridiculous (Score:5, Insightful)
Apparently there are those that have forgotten the old computer law of "Garbage In, Garbage Out". Even if we had a perfect model to predict these sort of things, we don't have any way of supplying the required data to model the prediction. What's the computer going to do, go undercover in secret groups? Read the web sites? Listen to radio chatter and analyze their conversations?
Maybe someday when we have a real science of A.I. something like this might be possible, but all it shows is that this university professor will happily take government money for delivering absolutely nothing.
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Unless, of course, garbage is what they are after. Last time it was "Curveball" that gave them the necessary disinformation to justify a war; next time they won't even need to bother with informants, they'll just look to their computer program to tell them an invasion is necessary. Accuracy
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OF course, no doubt, by some weird law of self-fulfilling prophecies - it will predict the end of the world and it shall be so!
I doubt lack of data is a problem (Score:2)
Apparently there are those that have forgotten the old computer law of "Garbage In, Garbage Out". Even if we had a perfect model to predict these sort of things, we don't have any way of supplying the required data to model the prediction. What's the computer going to do, go undercover in secret groups? Read the web sites? Listen to radio chatter and analyze their conversations?
I think it's safe to say that a professor remembers something from Comp Sci 101. The article makes it difficult to know what they are truly doing, but their use of genetic algorithms and game theory indicates that they are hardly trying to build a "perfect" prediction model. I don't understand what your phrase "model the prediction" means, but it seems you are concerned about lack of data. The article specifically mentioned that there is way too much data for any individual or team of individuals to compl
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I don't understand what your phrase "model the prediction" means, but it seems you are concerned about lack of data. The article specifically mentioned that there is way too much data for any individual or team of individuals to completely analyze.
To make a prediction about the real world, you have to model reality. Sure, there is a "lot of data", but that doesn't mean that 1) the data is useful, or 2) the useful data can be interpreted by a computer.
I think it's reasonable to assume that the inputs
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Read "Minority Report" By P.K. Dick. (Score:5, Informative)
Precog #1 sees the future.
Precog #2 sees the future that happens when you know what Precog #1 saw.
Precog #3 sees the future that happens when you know what Precog #2 saw which was the future that Precog #1 saw.
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That's really weird.
-
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come on now (Score:2)
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As you note, the probable output wouldn't be in the form of "this is going to happen", but rather "this outcome is more likely than that outcome", to the degree of some percentage probability. That is certainly a useful
Reason (Score:5, Funny)
New York: Simon and Schuster, 1987.
Prescient (Score:2)
If it is unpredictable... (Score:5, Interesting)
The article (as would be unsurprising even from the professional press, and is less surprising from what seems to be a school newspaper of the school employing the professor getting the grant) seems to be a very uncritical regurgitation of an extraordinarily puffed-up press release that seems to suggest that the professor has gotten a grant to develop something that already exist and presently has the capacities sought by the grant. Sometimes. Maybe. Really, the shifting use of verb tenses gave me a kind of mental whiplash trying to read it.
Also, I think that while this may be useful, the danger of overreliance on a system where quite literally no one using it understands how factors are really being used to generate outcome predictions are immense; if you get something that works well predictively at all, it will likely be prone to fail wildly if any of the many factors it is adapted to based on the historical data used to train it shift. Unfortunately, it is quite likely that the particular sensitivities will be opaque, and thus no one is likely to know when it is likely to fail. This is rather distinct from conventional analysis which, even though it may fail in many circumstances, where it is rigorous analysis and not just guesswork to start with, its assumptions are transparent and its weaknesses and vulnerabilities in application to particular situations can also be evaluated.
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But it's magic! It's a computer program, which is magic to most people.
Ah well. (Score:3, Insightful)
People will trust the answer a bit of software gives them when they won't trust exactly the same answer, calculated in exactly the same way but presented by the same expert who wrote the software in the first place...
Particularly if the software system cost 8+ figures.
We will finally know... (Score:5, Funny)
..when Duke Nukem Forever will be released.
And to be honest, this alone is worth the expense.
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Remember the proof that one cannot decide in advance whether a given algorithm will finish in finite time ? There was a reason they put "Forever" in the title..
If the prediction is wrong, whose fault is it? (Score:2, Funny)
already done (Score:2)
Trantor (Score:2, Insightful)
I wrote a program to predict lottery results (Score:2)
They did this in wargames and I hope that this is. (Score:2)
The only winning move is not to play how about a good game of chess?
What happened...? (Score:2)
Well, so much for this one as well.
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Seems to me like they are using it. The software keeps predicting more income by making sequels than original movies...
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Meh... (Score:2)
I can save them a bunch of money... (Score:2)
Isaac Asimov already thought of this (Score:2)
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That would give you an infinite recursion, no?
i.e. then you'd have to factor in the fact that people were aware that you had factored in the results, and then factor in the fact that they were aware you had factored in the fact that people were aware you had factored in the results.... and so on until your head explodes.
Stability (Score:3, Funny)
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How hard could it be... (Score:2)
Didn't People Learn Anything from The Matrix? (Score:4, Interesting)
-- Agent Smith
no (Score:3, Insightful)
Giving kids everything they could possible need makes them _spoiled_
Giving kids everything they could possibly want makes them _entitled_
Eventually, a kid will need to get things they need by themselves. Delaying a kid's recognition of this fact will make them spoiled (at least a little bit in the best case). In addition, giving everything they could need will deprive the kid of the ambition and self confidence they would gain from doing the things they need to get done by themselves. Of course
The Chinese plan... (Score:5, Funny)
In further news... (Score:2)
Wrong title: Will fleece the gullible (Score:2)
In a perfect world, one could get enough data points to do such a thing.
We don't live in that world.
Infiite Improbability... (Score:2)
It's based on the "Infinite Improbability Engine (tm)", a device no galactic hitchhiker should be without...
You simply analyze the current level of improbability, determine outcomes of like chance, and match significant variables.
It also makes a great "What if analyzer". At 15 to 234682894645 Hillary Clinton becomes the next Pope, at 73 to 23456516025806291678675351675702386 Pigs do fly, at 8 to 65416944165465205141982578424752139841454586232211 Hell freezes completely over, and at 11 to 21545632569865587
One step closer? (Score:2)
Rozenblit's work on coevolution/genetic algorithms (Score:5, Informative)
A coevolutionary approach to course of action generation and visualization in multi-sided conflicts [ieee.org]
The current state of military operations includes many stability and support (SASO), multi-sided conflicts. The research presented in this paper attempts to address this complex environment by creating a SASO simulation, coevolutionary generation of courses-of-actions (COAs) for each side, and visualization tools for analysis of the resulting COAs. The SASO simulation is significantly different from previous systems because it incorporates non-conventional warfare units such as terrorists and media. The coevolution algorithm is different because it allows all sides of the conflict to evolve their COAs. The visualization tools are important because SASO doctrine is not as well developed as conventional warfare doctrine. Therefore, visual analysis and understanding of a system that is not well defined provides insight for future modeling and verification.
Modeling and simulation of stability and support operations (SASO) [ieee.org]
Stability and support operations (SASO) are becoming increasingly important in modern military operations. Conflicts are no longer comprised solely of two opposing sides engaged in combat on an open battlefield. Instead, they are more likely to involve groups sharing various alliances and relationships each pursuing a range of different goals. The Sheherazade SASO wargaming engine presented here: a) incorporates subjective criteria for scoring course of action (COA) success such as the animosity between factions and attitudes of locales, b) uses nontraditional units such as refugees, media and information operators, and c) employs a coevolutionary genetic algorithm in modeling the dynamics of the complex multisided simulation for generating COAs. This paper outlines our approach towards the development of a wargaming model that handles the more complex and computationally demanding arena of SASO.
Cease and Desist Order (Score:4, Funny)
Be advised the Foundation has Patents covering the areas of study and interest.
H. Seldon
When something's unique enough... (Score:3, Insightful)
I for one... (Score:5, Funny)
What a waste of 2 million bucks.
We need real leaders, not computers (Score:5, Insightful)
Dealing with the aftermath of Katrina wasn't a matter of applying rocket science. It was simply a matter of simple logistics and a government that gives a shit about people. Unfortunately, the U.S. government has shown time and again under this administration that it could care less for the lives of its citizens, let alone the citizens of other countries. These problems can't be fixed by software. They can only be fixed by real leadership, something the people of the U.S. haven't shown much interest in electing...
It doesn't take software to predict that going into Iraq was a huge mistake. Just ask Chaney circa 1994 [noctaluca.com]. He knew it would be a major mistake, and he wasn't the only one. A lot of us were yelling and screaming to stop it before it started...
Software can't predict the future nor can they predict what stupid leaders will do. On Sept 10th, could anyone (or more importantly, any software) predict what things would be like in this country today? Even remotely? The war in Iraq, a country completely disconnected from 9/11. Guantanamo, spying on our citizens and other erosions of liberty... I doubt it. A single event and the responses by inept leadership led to a variety of disasters that nothing and nobody could have predicted.
Isn't this not just... (Score:2)
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Butt, a head start would be to print on each sheet "Did I predict the number of sheets and plies you just used? Call 0BADF00D 000hDW1PE"
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Maybes... (Score:2)
There's already a lot of documentation on group/crowd behavior, and some particular people have been quite adept at "crowd control," which implies that there is a way to do it. Advertising firms sell their services based on the principle.
The A to B part of it with regards to computer software is the hard sell.
So... maybe, ma
It'll have great military applications (Score:5, Funny)
General: OK Major, lets see what this pile of junk has to say for itself
Major: It says that we can overcome all undesirable outcomes by sending in CL22 using a classic scissor movement.
General: Let me see that! How did the computer even know about CL22, our crack regiment of killer circus clowns! That's amazing!
Major: There's more sir. It also talks about project CC.
General: Project CC! The stealth car capable of carrying thousands of CL22 troops in a vehicle the same size as Robin Reliant? How did the computer even know about that project, it's only been discussed between myself and my 2 year old daughter!
Major: This program is amazing sir. Have another star.
predictions are easy.... (Score:2)
Making accurate predictions is something else all together.
The Movie "Paycheck"..... (Score:3, Interesting)
Tell the future and then make it happen...
But then there is the quantum physics problem of changing the outcome by observing it.
At what point do you prove the software actually works in a manner that doesn't lend to the creation or alteration of what would have been had it not been predicted in the first place?
Oh I know, 2.2 million to produce software to predict the future but nobody is allowed to see the results.
Or this is where computer become smarter than humans by making humans not need to think for themselves...Hmmm, some already don't and they apparently have loads of money...
The art of proposal writing (Score:2)
Comment removed (Score:3, Interesting)
I'm guessing... (Score:3, Interesting)
Deep Blue, the first computer program to beat a world chess champion, is an example of how ATRAP can respond to changing factors, Ten Eyck explained. "Every time its opponent made a move, Deep Blue recalculated all the possibilities and likely courses of action, eventually settling on the fittest move that would achieve its goal of winning the game."
However, chess is not an exact analogy because only two players are involved and the end goal is for one player to win.
In unstable areas, winning often means establishing an environment in which the factions co-exist in a win-win situation or at least in an equilibrium in which there are no rewards, and some penalties, for disturbing the status quo, Rozenblit said.
"Deep Blue is a good analogy because it illustrates the complexity of the problems, but in chess you have a finite court and a well-defined set of operations," Rozenblit added. "Therefore, a move constitutes a valid move.
But what we're dealing with now is a world with no rules, with infinite possibilities and moves that defy logic, such as total disregard for the basic instinct of self preservation."
Or maybe they have but are ignoring the fact it cannot be predicted. I like the last graf. It kind of says it all.
Oh well, good luck on that one.
qz
Version 3.0 (Score:2)
20 read a$
30 print a$
40 next i
50 end
60 data "You're not going to like it", "You're really not going to like it", 42, "I think the problem is you don't know the question."
It's a what? (Score:2)
What is this, Fark?
....wells (Score:2)
I've got a simpler solution that can be implemented today. As a US citizen (which I am) I can realize that it's none of my goddamn business what other 'areas' do. OTOH, Katrina sucked. But I doubt any policy maker will listen to such software, because they barely listen to their constituents an
Music (Score:5, Insightful)
A nice analogy when people think computers can make decisions or have "Artificial Intelligence" of any merit.
Pupil (Excited about AI):- I have just written a programme that writes music in the style of JS Bach.
Tutor (Seen it all before):- Really? How does that work then?
Pupil:- I programmed all of the known manuscripts by Bach and the computer uses that to write new compositions.
Tutor:- Great, can it write in the style of Mozart?
Pupil:- Sure, give me all the compositions by Mozart and I'll show you.
Tutor:- You mis-understand, can it decide, of it's own volition, to write in the style of Mozart.
Pupil:- Well, no it needs to base it's composition on something.
Tutor:- It has the entire works of Bach, is that not enough?
Pupil:- No, it needs the entire works of Mozart to write in the style of Mozart. Hell, even music students need to have heard Mozart in order to write in the style of Mozart.
Tutor:- Oh, so how did Mozart do it then?
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Why, 1945 is long gone (Korean war in 1950)and we've (USA) only had about 5 or 6 years of surplus since then - and the surplus only occured because
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