Software Used To Predict Who Might Kill 361
eldavojohn writes "Richard Berk, a University of Pennsylvania criminologist, has worked with authorities to develop a software tool that predicts who will commit homicide. I could not find any papers published on this topic by Berk, nor any site stating what specific Bayesian /
decision tree algorithm /
neural net is being implemented." From the article: "The tool works by plugging 30 to 40 variables into a computerized checklist, which in turn produces a score associated with future lethality. 'You can imagine the indicators that might incline someone toward violence: youth; having committed a serious crime at an early age; being a man rather than a woman, and so on. Each, by itself, probably isn't going to make a person pull the trigger. But put them all together and you've got a perfect storm of forces for violence,' Berk said. Asked which, if any, indicators stood out as reliable predicators of homicide, Berk pointed to one in particular: youthful exposure to violence." The software is to enter clinical trials next spring in the Philadelphia probation department. Its intent is to serve as a kind of triage: to let probation caseworkers concentrate most of their effort on the former offenders most likely to be most dangerous.
popcorn (Score:3, Funny)
I believe the answer was... (Score:3, Funny)
Yeah, I think if you ask for it to answer that question, the algorithm responds "I'm sorry dave, I'm afraid I can't do that."
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Reference (Score:5, Informative)
Here are the pertinent details:
Title: Forecasting Dangerous Inmate Misconduct: An Application of Ensemble Statistical Procedures
Journal: Journal of Quantitative Criminology
Issue: Volume 22, Number 2 / June, 2006
Pages: 131-145
Abstract:
In this paper, we attempt to forecast which prison inmates are likely to engage in very serious misconduct while incarcerated. Such misconduct would usually be a major felony if committed outside of prison: drug trafficking, assault, rape, attempted murder and other crimes. The binary response variable is problematic because it is highly unbalanced. Using data from nearly 10,000 inmates held in facilities operated by the California Department of Corrections, we show that several popular classification procedures do no better than the marginal distribution unless the data are weighted in a fashion that compensates for the lack of balance. Then, random forests performs reasonably well, and better than CART or logistic regression. Although less than 3% of the inmates studied over 24 months were reported for very serious misconduct, we are able to correctly forecast such behavior about half the time.
Unfortunately, you've got to pay $30 to get this paper. Maybe some slashdotter with a school/corp subscription to Springer will put up the text? ;-)
Re:Reference (Score:4, Informative)
Re:Reference (Score:5, Informative)
I also wonder in yousendit.com can handle a slashdotting. I guess we'll know soon!
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Re:Reference (Score:5, Informative)
http://130.58.240.179:8080/~erek/minorityreport.p
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Re:Reference (Score:5, Interesting)
Well since I was making Hurricane forecasts by July of 2006 that said the season was essentially over for the USA... (Not bragging just I did) The forecasting of events really isn't a hard or difficult thing. In the case of prisoners, you would do better to give a small reward system for accuracy and do a survey system similar to Iowa Prediction Markets. (do your own lookup) It is often a reality that we can predict who is going to steal the most or who is going to kill and quite accurately.
Having worked in a prison as RN, I know pretty well what is going on with the crime scene. It isn't a mystery. The domestic ignorance of what is causing crime, and how to deal with it is mostly the problem. People really just don't like the factor set being told. So I will just to get some really low moderation (by telling the truth) tell approximately what is the profile of violent criminals.
A violent criminal usually falls either below 85 IQ or above 185 IQ. The frequency of this below IQ 85 is about 85% of the population of such persons with about 13% above IQ 185. Only a tiny fraction falls in the middle. Essentially a person who is violent is one who cannot adapt to their world due to low mental state and who rashly reacts to situations they are unable to handle. The very bright criminals of this type are in fact vicious cunning predators. The unique and common link of both groups is their unwillingness to defer gratification of desires for extended periods of time. The want something now and they demand it now and they get it now. They brush anything out of their way on the way including other human beings. If this profile matches to the behavior of some other groups of people we all know and love (CEO's) It isn't an accident. They fall out of this group as well. Essentially we have a party who is willing to force the system rather than work with it. This profile does have racial components. Certain (Nameless deliberately -- I am not suicidal) racial groups tend to do this more than others by wide margins. You could just as well determine these people by their credit rating. It would be just as accurate or more so than the networks.
Actually the most uniform behavior seen in prison is that the persons are ones who "flunked out of kindergarten." The reality here is that successful anti-crime programs generally teach people to defer gratification and to do things like saying those 3 magic words, "Please" and "Thank you." I know this sound simple. It really is. The Church of Scientology (I am not a member and don't intend to be one) has a very successful program that teaches this sort of stuff. It empties prisons when tried. The reality is that when people are taught how to actually deal with their desires and how to communicate with others and how to handle situations, most of them actually do so. This is a damning statement against our modern public schools who think that such teaching is not their duty. Frankly it is their only duty.
Re:Reference (Score:4, Informative)
I defy you to find me a single study which supports this ridiculous claim. According to the IQ bellcurve [geocities.com] only one in 1,000,000 people will have an IQ of 174-200. So what you claim means that there are 300 people in the United States committing 13% of the violent crimes? Nonsense.
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The behaviour being studied occurs in 3% of the sample population. When predicting which individuals will exhibit this behaviour, a coin flip will have a 97% false positive rate. The model being studied has only a 50% false positive rate. In a population of 100, the model will predict that six individuals will exhibit the behaviour. It will be correct on the three, and incorrect on three more. It will correctly predict the 94 inmates who will not.
Re:Reference (Score:4, Interesting)
Of course, it kind of sucks for the 180 people who aren't going to do something bad-guy-like who are stuck in the misconduct pool. But that number gets winnowed as technique gets better, which is what this research is about.
So, this system flags someone (Score:3, Interesting)
Thanks, that helps.
Pretty much. (Score:4, Insightful)
Alternately, their probation officer ignores them, and they get dumped out on the street, where they're unable to find a job and contribute positively, and turn to crime instead.
It's a real win/win.
Utter BS (Score:2, Insightful)
This is utter BS, and a plain simple statistics based profiler.
I'm so pissed off after reading about this "supposed", that I wanna kill someone.
And don't forget, all arabs are terrorists! Don't forget to give them obvious, dirty looks full of awareness of their terroristic descent, when you happen to see one.
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This girl and her sister are attending a funeral of their mother who has died of old age. At the funeral the girl meets this guy she never met before, both hit it off big time. However when she gets home she realises that she got no contact information so is unable to speak to him. A few days later the sister is murdered by the girl. Why?
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I'll tell you if you guess my age which is three times what it was X years ago and 5 times it was Y years ago, and somehow manages to be a prime number, and contain square
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BTW, if this was The Real World, I wouldn't really suspect she did it to meet the guy at the funeral, but because her mother left everything to her sister, and the guy has
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Hey, that's a psychological classics. If the reply is 'I have no idea, there must be something missing in the story' the person asked have thinking homicidal deviations.
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However if the first thing that comes to her/his mind is 'It's clear, she killed her sister in order to be at another funeral so she could meet the guy again' then there is higher possibility that there could be something wrong with the asked person.
Wait, both answers demonstrate "thinking homicidal deviations", so what is the answer that me
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(Pet psychology indeed! Don't get me started!)
(Oh, did I mention that I am in an Applied Psych PhD program? Yeah, well, okay, now I have, but I still like what my dad told me when I asked him why he switched majors away from psych-"Too many cooks" (as in loonies!).)
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Is this the ole' "do you resent the accusation, or assess the evidence against you" trick question? I.e. Did you kill your cousin?
Innocent response: what the hell is the matter with you?
Guilty response: what makes you think I did?
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No right answer, 1 wrong answer.
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[Person1:] I.e. Did you kill your cousin?
[Person2:] But he's alive...
[Person1:] Oh.. well then.. Hmmmmm..... Wanna go for a drink in the pub nearby?
[Person2:] Sure.
[Person1:] Did you kill your mom?
[Person2:] Dude, something's definitely wrong with you, I tell ya.
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I will go fetch a dictionary
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I'm so sorry, but he doesn't meet the minimum system requirements for a killer.
Minimum system requirements:
- 1 civil victim or better
Recommended system requirements:
- 1 police force victim or better
- 10 civil victims or better
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If this is only used in that manner, then it seems like a good idea to me. However, that's a huge if, and I don't believe for a second that it will only be used by probation officers against convicted criminals.
Re:Utter BS (Score:5, Informative)
2) Convicted criminals are the only ones they are likely to have the data to fill most of the fields for.
3) Probation officers have a job to do that does not involve tracking random citizens.
Thus, it seems unlikely it could be used for anything *but* the intended purpose without a fairly serious rework.
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In another example, picture a viole
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If this is only used in that manner, then it seems like a good idea to me. However, that's a huge if, and I don't believe for a second that it will only be used by probation officers against convicted criminals.
Sure, everything is presented in a good light, to get funding. The A bomb was written as a w
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Not Utter BS (Score:2, Insightful)
There are scientific reasons behind human behavior. Elevated testosterone will tend to elevate violent behavior. Raised in an abusive home raises the likelihood of being an abuser. Raised in a racist home raises the likelihood of violence against other races. Raised with a religion of violence, one is more likely to be violent.
Given eno
A bit uneasy? (Score:5, Insightful)
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Guys we have a problem (Score:5, Funny)
21. Ever killed or tortured small animals?
22. If yes, did you often think they enjoyed it and wanted more?
23. Are you a minority?
24. Do you read Slashdot?
25. Regularly?
26. Would you punch a guy with glasses in the face?
27. Would you punch a clown in the balls?
Re:Guys we have a problem (Score:4, Funny)
I don't know, having glasses in his face would be pretty painful already.
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ultranova [slashdot.org] they're coming to get you for those threats of violence you made against me!
The system works!!!
Does not apply outside the prison system? (Score:5, Insightful)
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"well, we were fairly sure he was going to kill someone, but if we hadn't let it happen we wouldn't know if the test was valid"
heh
Web version? (Score:2, Funny)
Also, how long will it be before myspace users have this survey on their webpages or is it already there?
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Interesting (Score:2, Insightful)
Is Berk implying that a checklist of questions can make someone pull the trigger?
Well in this case I suppose we have no choice but TO KILL THOSE PEOPLE IN ADVANCE I think! Oops. Well w
Be careful.... (Score:5, Funny)
"The tortoise lays on its back, its belly baking in the hot sun, beating its legs trying to turn itself over but it can't. Not without your help. But you're not helping."
"WHAT DO YOU MEAN, I'M NOT HELPING?"
"I mean you're not helping! Why is that, Leon?"
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OTH you wouldn't want a person to sit down with a prison inmate and ask them these questions face to face, particularly if the interviewee in question had a handgun under the table, which I suppose is your point.
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Inmate, machine, human, whomever - the point is, just be sure to check under the table!
These types of profile-determination exams always entertain me. I was with a group of ruffians one night, minding our business as it were, when a pair of local Sheriffs came 'round to see if any of us warranted their interest. They lined all ten of us up and went down the line, one by one...
Cop #1 to Ruff
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"There must be security for all, or no one is secure. Now, this does not mean giving up any freedom, except the freedom to act irresponsibly. Your ancestors knew this when they made laws to govern themselves and hired policemen to enforce them. We, of the other planets, have long accepted this principle. We have an organization for the mutual protection of all plan
SpamAssassin (Score:2)
The Ying tastes good but not the Yang (Score:2, Interesting)
"95% confident this man will commit murder" = 5% are definately not murderers who will be discriminated against as being an EXTREMELY high risk murderer.
OK, turn it loose on... (Score:2)
And yet again (Score:5, Interesting)
How about having social workers that deserve that job title? Do we soon replace all judgment on humans and human interaction with computers'?
It is this very dehumanization that causes violence among humans in the first place. How long until someone is flagged by this and it becomes a self-fulfilling prophecy because he feels trapped?
This whole anti-social project shouldn't even have started. What a waste.
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Take care to maintain context here. This project is not about individual judgments of other individuals. This project operates on the macro level, directing limited resources where they are most likely to have the greatest benefit. Only after all the likelihoods have been maximized do we re-introduce individual attention and individual treatment. (How else would you apportion too few workers to too many cases?)
And don't worry, just because you're predictable, doesn't mean you don't have free will. You
Before you commit a homicide (Score:2, Funny)
Don't forget the best practices for committing a homicide:
1. Commit often and early, to prevent victim escape.
2. Copycat homicide is cheap, so don't be afraid to branch existing homicides, if you feel you need to.
3. While committing a homicide, always write down a full log of what happened, and put it with it with body (or bodies). This won't just help the cops get oriented, but also to yourself when you come back
This already happens.... (Score:3, Informative)
Probation: People are missing something here... (Score:5, Insightful)
"This will help stratify our caseload and target our resources to the most dangerous people," probation department director of research Ellen Kurtz said
Emphasis added.
This is being used by people who have already been tried, convicted, and sentenced and are being monitored and required to check in anyways. The model, further, was derived from the probation system (not from those already in jail):
"Using probation department cases entered into the system between 2002 and 2004, Berk and his colleagues performed a two-year follow-up study - enough time, they theorized, for a person to reoffend if he was going to."
This is just being used to help parole officers decide how to allocate their caseload. That's a Good Thing(TM). No one seems to be talking about applying it to society in a minority report fashion, and while such a harebrained scheme may eventually be table, it needs to be evaluated independently of whether it is a good idea for parole officers deciding how to allocate limited resources.
Something similar (Score:3, Interesting)
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I'm actually a probation officer (Score:5, Funny)
Nothing can replace years of professional practice and the ability to analyze the bumps on a perps skull.
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analyze the bumps on a perps skull.
He was arrested by the LAPD, huh?
In other news lately... (Score:4, Informative)
It looks like Scotland Yard [timesonline.co.uk] is also looking for scary new tactics in fighting crime. The latest idea of Laura Richards, head of analysis of the Metropolitan Police's Homicide Prevention Unit, sounds like a strangely familiar concept to those who have seen Minority Report. She aims to create a database of people who could supposedly commit a crime in the future, based on their psychological profile.
Even though preventing crimes is a noble motivation, this idea raises serious privacy issues.
As a sidemark it should be mentioned that Laura Richard also seems to be part of the team that "revealed" Jack the Ripper's face some time ago.
They shouldn't use software (Score:2)
FAO Mr. Berk: (Score:2)
I'm not worried... (Score:2)
Redundant? (Score:2)
So we already know which are most likely to be dangerous, and we're going to use some simplified-down-to-40-attributes computer software to.... reassure us of what we already suspected? Hmmm..
"Software Used To Predict Who Might Kill" (Score:2)
You know, the issue with this definition is technically anyone *MIGHT* kill.
Now, make me a software that predicts who *WILL* kill, whom and when, and we're in business
Uh-oh... (Score:2)
Seen the news from Iraq lately?
Looks like we're creating a whole generation of homicidal maniacs over there...
Boring. How about ... (Score:2)
Missing Link (Score:2)
Unfortunately I have a big programming task ahead of me for today; otherwise I'd do it myself with a few lines of Perl and a MySQL database.
Arlo Guthrie QOTD (Score:4, Funny)
"I mean, I wanna, I wanna kill. Kill. I wanna, I wanna see, I wanna see blood and gore and guts and veins in my teeth. Eat dead burnt bodies. I mean kill, Kill, KILL, KILL!" And I started jumpin up and down yelling, "KILL! KILL!" and he started jumpin up and down with me and we was both jumping up and down yelling, "KILL! KILL!" And the sergeant came over, pinned a medal on me, sent me down the hall and said, "You're our boy."
--
BMO
10% positive predictive value (Score:2)
On the other hand, if you're an offender, there's a 50% chance you'll be labeled. Thats a 50% chance you won't.
Better than chance, I suppose, but a useful predictive tool it is not.
Not really news (Score:2)
http://www.mosaicsystem.com/ [mosaicsystem.com]
The software is deployed in, for instance, a setting where a women has been battered by her husband. By feeding some data on the perpretator and the victim, the police department might recomend a women that she not return home, due to a huge statistical chance of her being murdered, according to data compounde
Children? (Score:2)
"sorry, but johnny has been expelled from school beacuse he might, someday, perhaps do bad things somewhere, to someoene"
So, without schooling and unable to find work, he falls in to the world of crime, proving the assumption that he was a bad kid afterall.
This is Silly (Score:3, Insightful)
and in a couple of years time ... (Score:3, Interesting)
So: what if you know that you have all the contra indicators: black male youth, poor background, divorced parents, ...
Why bother to do anything: you can't get credit (you are going to be a criminal - right ?), you can't get to be an apprentice or into a good college (you are going to be a criminal - right ?), ...
I can see this happening. Be scared, real scared!
If only they'd run this on George Bush... (Score:4, Funny)
Tag as "precrime"... (Score:2, Informative)
Re:Games (Score:4, Insightful)
Is this like computer dating? (Score:2)
If this pattern matching software actually worked, people would use it for some purpose that makes wads of cash.... like the stock market.
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But just now I started to wonder if that will always be the case. I know the old pacman joke[1], but that was back in the glorious days of 4- or 16-color sprites. Now; with ever more realistic video and audio, and with the insidious blurring and m
If kids couldn't tell the difference... (Score:5, Insightful)
Re:If kids couldn't tell the difference... (Score:5, Insightful)
Amazingly, I've not grown up to be a mass murderer. (In fact, I've never even so much as had a real fight in my life)
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It doesn't, premeditated murders do not decrease. Crimes involving firearms sold illegally do not decrease because the law does not affect the illegal sales of firearms, it doesn't stop criminals who can't get a gun legally from getting one. It might caus
I can site obvious and useless statistics too! (Score:2, Insightful)
The point is that getting rid of cars or guns isn't going to solve the problem of people acting irrationally or irresponsibly. Banning is a useless solution because it only treats the symptom and not the problem, and will not cause a decrease in violent activities. People need to be educated so they can
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that disproves your theory.
Oh, stop it. (Score:4, Informative)
http://en.wikipedia.org/wiki/Correlation_implies_
I find it amusing that Europeans love to bemoan Americans for thinking, particularly when they travel, that Europe should be just like America; however, whenever a European or Euro-phile analyzes crime in the U.S., the only difference that ever gets brought up between the two places in question is the difference in gun control. Really
Europe and the U.S. are not the same place, and you'd have to control for a whole lot more variables than "gun control" in order to start comparing something as high-level as per-capita murder rates.
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Re:Oh, stop it. (Score:5, Insightful)
In short, given the existence of fairly high crime rates here anyway, coupled with a well-justified sense of distrust of government and authority, and the extreme symbolic importance of the firearm, it would make little sense and cause great harm to intentionally disarm law-abiding people and remove the means with which they might defend themselves. This is particularly true since there's no convincing evidence showing that disarming law abiding citizens would reduce crime; rather, logically we'd expect to see it increase.
What people in other countries do may well be fine solutions for their needs (although I would probably disagree on fundamental philosophical grounds), but it's foolish to make sweeping cross-cultural comparisons and then blame the resulting difference on a single factor.
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if i am a criminal and i want to mug you and must assume that you are armed, i just play han solo with you (han shot first, i would too).
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has nothing to do with being a criminal mastermind, but with being russian. i just know how all this shit happens.
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anyway, russia and usa have much more in common than you can imagine - and much more common than any of them has with europe.
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that's why i live in the eu.
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"Of those incidents in which the murder weapon was specified, 70.3 percent of the homicides that occurred in 2004 were committed with firearms. Of those, 77.9 percent involved handguns, 5.4 percent involved shotguns, and 4.2 percent involved rifles. Approximately 12.4 of the murders were committed with other types or unspecified types of firearms. Knives or cutting instruments
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Sure! Let's say you are armed and are attacked by an
If you were unarmed and defenseless, only you would die. So as you can see, banning guns reduces gun fatalaties by 50%!
Edit: Bad Idea. (Score:5, Informative)
There, I edited that for you buddy.
Let's just leave it at that's what you really intended, because otherwise I'll destroy all of my karma in spewing forth a slur of obscenities about how...
well, let's just leave it at that.
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I do recall an excellent short story. [wikipedia.org]
Actually, I thought the movie, with the exception of the ludicrously stupid eyeball scene, was an excellent adaptation of Phillip K. Dick in general.
Re:Maybe this will be as good as other psychologic (Score:3, Funny)
I don't get it. This would include most married people...