Giving Algorithms a Sense of Uncertainty Could Make Them More Ethical (technologyreview.com)
An anonymous reader quotes a report from MIT Technology Review: Algorithms are increasingly being used to make ethical decisions. They are built to pursue a single mathematical goal, such as maximizing the number of soldiers' lives saved or minimizing the number of civilian deaths. When you start dealing with multiple, often competing, objectives or try to account for intangibles like "freedom" and "well-being," a satisfactory mathematical solution doesn't always exist. "We as humans want multiple incompatible things," says Peter Eckersley, the director of research for the Partnership on AI, who recently released a paper that explores this issue. "There are many high-stakes situations where it's actually inappropriate -- perhaps dangerous -- to program in a single objective function that tries to describe your ethics." These solutionless dilemmas aren't specific to algorithms. Ethicists have studied them for decades and refer to them as impossibility theorems. So when Eckersley first recognized their applications to artificial intelligence, he borrowed an idea directly from the field of ethics to propose a solution: what if we built uncertainty into our algorithms?
Eckersley puts forth two possible techniques to express this idea mathematically. He begins with the premise that algorithms are typically programmed with clear rules about human preferences. We'd have to tell it, for example, that we definitely prefer friendly soldiers over friendly civilians, and friendly civilians over enemy soldiers -- even if we weren't actually sure or didn't think that should always be the case. The algorithm's design leaves little room for uncertainty. The first technique, known as partial ordering, begins to introduce just the slightest bit of uncertainty. You could program the algorithm to prefer friendly soldiers over enemy soldiers and friendly civilians over enemy soldiers, but you wouldn't specify a preference between friendly soldiers and friendly civilians. In the second technique, known as uncertain ordering, you have several lists of absolute preferences, but each one has a probability attached to it. Three-quarters of the time you might prefer friendly soldiers over friendly civilians over enemy soldiers. A quarter of the time you might prefer friendly civilians over friendly soldiers over enemy soldiers. The algorithm could handle this uncertainty by computing multiple solutions and then giving humans a menu of options with their associated trade-offs, Eckersley says.
Eckersley puts forth two possible techniques to express this idea mathematically. He begins with the premise that algorithms are typically programmed with clear rules about human preferences. We'd have to tell it, for example, that we definitely prefer friendly soldiers over friendly civilians, and friendly civilians over enemy soldiers -- even if we weren't actually sure or didn't think that should always be the case. The algorithm's design leaves little room for uncertainty. The first technique, known as partial ordering, begins to introduce just the slightest bit of uncertainty. You could program the algorithm to prefer friendly soldiers over enemy soldiers and friendly civilians over enemy soldiers, but you wouldn't specify a preference between friendly soldiers and friendly civilians. In the second technique, known as uncertain ordering, you have several lists of absolute preferences, but each one has a probability attached to it. Three-quarters of the time you might prefer friendly soldiers over friendly civilians over enemy soldiers. A quarter of the time you might prefer friendly civilians over friendly soldiers over enemy soldiers. The algorithm could handle this uncertainty by computing multiple solutions and then giving humans a menu of options with their associated trade-offs, Eckersley says.
How certain are they that giving algorithms a sense of uncertainty is a good idea?
I think, therefore I am; I doubt, therefore I feel.
"There is more worth loving than we have strength to love." - Brian Jay Stanley
There is already a solution for what they are describing. It's called fuzzy logic.
Don't let them search the term Heisenberg. It will fuck up their virtual neurons instantly if they start looking at youtube videos on the subject.
What about a friendly city and police?
Criminals need to be detected on CCTV and not get away. That needs a system that can get great results every day and night.
Another person to add to criminal statistics that year as the CCTV and software worked as expected.
Bad people in bad parts of a city do crime. Find them and everyone wins.
A criminal is not doing another crime.
The police, court system and prison system workers have more work to do.
The CCTV and computer tracking system production line gets more sales. Thats workers and professionals with great jobs.
Win, win, win.
Use CCTV and all other tech to find, track and arrest criminals, illegal migrants, people doing bad things in city streets.
Find the tent city, the parked RV, the open drug use, the people placing trash and waste all over a city street.
Making good tech less functional due the politics of the result is not going to help police keep a city safe.
Design the best quality tech and let police use it to track crime, illegal migrants and criminals.
Then nice inner city areas might have some ability to attract new investment again.
Domestic spying is now "Benign Information Gathering"
Mr. Eckersley is reinventing the fuzzy logic.
Enter the naysayers who insist CS is the best and humanities are worthless. Ethics is part of the humanities. Therefore ethics is worthless.
Another wonderful comment section by the intelligent ignorant.
So in other words, we have no idea how to model human wisdom and decency.
... a little drunk walk?
It little behooves the best of us to comment on the rest of us.
Already done and dusted. yeah, ethical included - just punch in the value of a soldiers life or whole of life injured pensions.
In the movie Enigma they were also mulling if tip offs would make the Germans suspicious - and did probability - another Math disipline.
To not spending enough on road safety or public hospitals - done.
Only the politicians do not you to see the measurable objectives when they make policy. Now if only ICT used OR, but that would mean worked justification for the project and accurate resourcing.
A minus mod? What's the matter, self-proclaimed "HOLY" jews (satan worshippers) per Revelation 3:9 "Behold, I will make them of the synagogue of Satan, which say they are Jews, and are not, but do lie". Can't defeat fact and truth? Don't like being exposed you EVIL PIGS? Your own rabbi Finkelstein said so, so did Rosenthal and you killed him.
Khazar Talmudic Jews believe this of all they call goyim/gentiles (any non-jew): Jews = biggest racists of all for which they "jew guilt" you for no less! They're hypocrites known as thieves all thru history or were Argentines in the 1940 under Peron, Spanish inquistion, France (1306), Egypt (despoiled/robbed by jews), Arabs (pre & post 1948), England (1330 Edward longshanks), Romans under titus, Russia pogroms and Germany who got rid of them from their nations nazi german's too? No. Driven into DESERTS ages ago! Don't wonder why after all those exilings above.
Should anyone doubt any of this see Jacob Javits' crony Rosenthal spill the beans on it https://www.youtube.com/watch?v=D4zMVZ8HnFI/ where he called all Christianity fools for helping Israel and the biggest scam of all time per their beliefs below from their Talmud.
This is the province of the synagogue of Satan (Pharisees whom Jesus Christ himself kicked to the curb out of the temple & they killed him for it. Jeremiah did the same to them also + the Essenes could not stand them either breaking away from the pharisee corruption):
Jew Talmud excerpts (the book that calls Christ's mother a whore & a bastard of a roman soldier):
1. Sanhedrin 59a: "Murdering Goyim is like killing a wild animal."
2. Abodah Zara 26b: "Even the best of the Gentiles should be killed."
3. Sanhedrin 59a: "A goy (Gentile) who pries into The Law (Talmud) is guilty of death."
4. Yebhamoth 11b: "Sexual intercourse with a little girl is permitted if she is three years of age."
5. Schabouth Hag. 6d: "Jews may swear falsely by use of subterfuge wording."
6. Hilkkoth Akum X1: "Do not save Goyim in danger of death."
7. Hilkkoth Akum X1: "Show no mercy to the Goyim."
8. Choschen Hamm 388, 15: "If it can be proven that someone has given the money of Israelites to the Goyim, a way must be found after prudent consideration to wipe him off the face of the earth."
9. Choschen Hamm 266,1: "A Jew may keep anything he finds which belongs to the Akum (Gentile). For he who returns lost property (to Gentiles) sins against the Law by increasing the power of the transgressors of the Law. It is praiseworthy, however, to return lost property if it is done to honor the name of God, namely, if by so doing, Christians will praise the Jews and look upon them as honorable people."
10. Szaaloth-Utszabot, The Book of Jore Dia 17: "A Jew should and must make a false oath when the Goyim asks if our books contain anything against them."
11. Baba Necia 114, 6: "The Jews are human beings, but the nations of the world are not human beings but beasts."
12. Simeon Haddarsen, fol. 56-D: "When the Messiah comes every Jew will have 2800 slaves."
13. Nidrasch Talpioth, p. 225-L: "Jehovah created the non-Jew in human form so that the Jew would not have to be served by beasts. The non-Jew is consequently an animal in human form, and condemned to serve the Jew day and night."
14. Aboda Sarah 37a: "A Gentile girl who is three years old can be violated."
15. Gad. Shas. 2:2: "A Jew may violate but not marry a non-Jewish girl."
16. Tosefta. Aboda Zara B, 5: "If a goy kills a goy or a Jew, he is responsible; but if a Jew kills a goy, he is NOT responsible."
17. Schulchan Aruch, Choszen Hamiszpat 388: "It is permitted to kill a Jewish denunciator everywhere. It is permitted to kill him even before he denounces."
18. Schulchan Aruch, Choszen Hamiszpat 348: "All property of other nations belongs to the Jewish nation, which, consequently, is entitled to seize upon it without any scruples."
19. Tosefta, Abda Zara VIII, 5: "How to interpret the word 'robbery.' A goy is forbidden to steal, rob, or take women slaves, etc., from a goy or from a Jew. But a Jew is NOT forbidden to do all this to a goy."
20. Seph. Jp., 92, 1: "God has given the Jews power over the possessions and blood of all nations."
21. Schulchan Aruch, Choszen H
Another minus mod? What's the matter, self-proclaimed "HOLY" jews (satan worshippers) per Revelation 3:9 "Behold, I will make them of the synagogue of Satan, which say they are Jews, and are not, but do lie". Can't defeat fact and truth? Don't like being exposed you EVIL PIGS? Your own rabbi Finkelstein said so, so did Rosenthal and you killed him. Having trouble HIDING truth, JEW RODENTS?
I place a value on each type and the requirement to win the war with the lowest cost. My soldiers cost w, my civilians are x, their civilians are y and their soldiers are z. w>x>y>z. The only thing that I see that is a problem is most politicians or bureaucrats will set w=x=MAX_INT, y=z=0. That's not an AI problem at all but a fundamental problem in democracies.
They already have a sense of uncertainty about who their real father is
THERE WILL ALWAYS BE CONSEQUENCES FOR YOUR LIES AND PROPAGANDA NAZI FAGGOT CHATBOT KEN DOLL UNTIL YOU ARE BRUTALLY MURDERED
Filter error: Don't use so many caps. It's like YELLING. Filter error: Don't use so many caps. It's like YELLING. Filter error: Don't use so many caps. It's like YELLING.
they deserve it
Get your self together, you're so far off the rails on this lunatic fringe shit that you actually sound like a dog is smacking peanut butter off your Incel balls.
It's time for you to be banned for posting this spam. Everyone knows you're responsible for this spam, APK. Go do something better with your life, like making a wheel or something.
See subject: Everyone who assumed I'm responsible for posting this anti-Jew spam is correct. I'm a bitter, hateful little man & I'm ashamed of myself. I won't do this again.
* Jews are wonderful people but I attack them because I have a MASSIVE inferiority complex. I'm wrong & I'm SORRY for flooding /. with this drivel. I won't do it again. I shouldn't be stalking amicusNYCL, either & I'll stop.
I'm also SORRY for flagrantly SHITPOSTING about my third rate string concatenation & sorting program. It's all I have to show for life & I'm in my mid 50s.
APK
P.S.=> I truly am a garbage human being... apk
See subject: Everyone who assumed I'm responsible for posting this anti-Jew spam is correct. I'm a bitter, hateful little man & I'm ashamed of myself. I won't do this again.
* Jews are wonderful people but I attack them because I have a MASSIVE inferiority complex. I'm wrong & I'm SORRY for flooding /. with this drivel. I won't do it again. I shouldn't be stalking amicusNYCL, either & I'll stop.
I'm also SORRY for flagrantly SHITPOSTING about my third rate string concatenation & sorting program. It's all I have to show for life & I'm in my mid 50s.
APK
P.S.=> I truly am a garbage human being. I deserve to be banned from /. for my rampant abuse and harassment... apk
See subject: Everyone who assumed I'm responsible for posting this anti-Jew spam is correct. I'm a bitter, hateful little man & I'm ashamed of myself. I won't do this again.
* Jews are wonderful people but I attack them because I have a MASSIVE inferiority complex. I'm wrong & I'm SORRY for flooding /. with this drivel. I won't do it again. I shouldn't be stalking amicusNYCL, either & I'll stop.
I'm also SORRY for flagrantly SHITPOSTING about my third rate string concatenation & sorting program. It's all I have to show for life & I'm in my mid 50s. I'm a total waste of a human life & I'm truly embarrassed.
APK
P.S.=> I truly am a garbage human being. I deserve to be banned from /. for my rampant abuse and harassment... apk
JUDEN the only inferiority is your nose you try cut off to be the goy cattle you hate since you wish you were them you inferior hated freak.
Nothing says "facts don't care about your feelings" louder than machine learning.
Cant write code for that.
[($)]
I don't see apk posting signing it as he does. There's no worse trash than you JEW not denying any of this https://developers.slashdot.or...
Sniff an 8 ball up your nose Jew and feel better about the facts about your type you can't deny here https://developers.slashdot.or... We all know you love coke and heroin.
They already have a sense of uncertainty about who their real father is
Well sure, blacks don't bother with all of that "family planning" that whites and asians routinely do. If they have more than they can support (common), welfare will cover it.
Theirs is the reproductive model of the herring. They produce massive numbers of offspring knowing that most will be killed. The sheer number overcomes this though.
It's probably a young Orthodox Jew male, trolling us in a self-deprecating fashion and looking for a fight. I heard they have quite the temper in Israel.
Giving them a menu just moves the liability from the programmer to the operator but evolution tells us the answer; whoever owns/controls the machine will choose self-preservation unless by sacrifice a greater good for the operators social circle (a value which diminishes exponentially the further removed from self another person is) can be achieved. You'd have to program in the operator's entire social structure and ethos into the machine before taking it out.
Custom electronics and digital signage for your business: www.evcircuits.com
Or would that make it more of a heuristic?
Algorithms cannot be ethical.
Algorithms cannot have empathy.
Algorithms cannot be woke.
Algorithms are math. They have no personality, no character traits, no moods or opinions. All of that is something that ignorant humans imagine because they can't figure out what the math is.
The algorithm could handle this uncertainty by computing multiple solutions and then giving humans a menu of options with their associated trade-offs
That's not the algorithms adding uncertainty and making ethical choices, that's a human performing this task and the algorithm being demoted. The idea that having a human involved improves the ethics of the decision is laughable.
Scoring systems (which are based on algorithms) produce values, not just true or false. If you act like all positive scores are the same (or over your threshold or whatever) then it's not the algorithm that's failed, it's the logic. The problem isn't the programmer who implements the algorithm that's the problem, it's the programmer who makes use of it incorrectly.
"You're right," Fisheye says. "I should have set it on 'whip' or 'chop.'"
They don't. Software doesn't think. This should not be a newsflash to anyone with an IQ over 100 and an even minimal amount of experience. How much money is being dumped into this junior high school science fair?
First step to making a depressed robot!
What's wrong with Operational Research and nonlinear derivatives?
People have solved for competing criteria for something like 60 years.
It's a small world and it smells funny; I'd buy another if it wasn't for the money; Take back what I paid (SoM)
You forgot to sign your post APK. We all know that post is your work.
GayPK trashed his own ass after getting beaten hard by a bunch of dudes here daily. He now buts the goatse guy to shame with how much his anus can gape.