Earlier quoted context omitted.
What I get from people on the left is that an unequal outcome is indicative of racism, however subtle that racism is. The only other explanations for an unequal outcome are biological differences between races (do not want to get into that) and races haves advantages over others from past history.
Unequal outcome is not indicative of racism, it is racism. That's the point: racism is an outcome, not an intent. An unknowing, unfeeling beurocratic system can be racist, even if there isn't a speck of racial bias in the hearts of the practitioners and designers, simply due to historical quirks as you point out, or design mistakes.
Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
171–180 of 388 posts
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#172Earlier quoted context omitted.
How does that address the parent commenter’s assertion? Discrimination, whether intended or not, has the same outcome for the discrimated party.
Statistical differences in outcome cannot be automatically attributed to discrimination, though they frequently are
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#173There is no design of AI that can be simultaneously utilitarian, procedurally fair, and representatively fair. I'm going to repeat this again, since many people struggle with this. It is _literally impossible_ to achieve the best utilitarian outcome, the most procedurally fair outcome, and a representatively fair outcome. Anyone designing algorithms will have to make tradeoffs along this frontier. For a far better ar…
More to the point, “procedural fairness” or “equality of opportunity” (if I understand it correctly) is directly opposed to “representative fairness” or “equality of outcome”. In many situations, prioritising one will compromise the other. As an example, Harvard admission of Asian students. Perspectives differ on which one is more important. Personally, I’m absolutely for the former, but it increasingly seems I’m a p…
Equality of opportunity seems much more organic/humanistic because it allows for the natural variation in people's values and personality
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#174Earlier quoted context omitted.
Haidt's book The Righteous Mind does touch on this - he'll likely have references to the studies in his book. What he says the studies show: Conservative ideology: Fairness is about guaranteeing everyone equal rights. If different people have different outcomes, the question is: Did one person have more rights than the other? If so, let's correct for it. If not, it is because the person did not fully utilize his/her…
There's a third option, though, removing barriers to permit equal access and opportunity . I think it's well illustrated by this comic: https://static1.squarespace.com/static/56d9cbd420c647c7373d4...
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#175Earlier quoted context omitted.
> How'd you like paying more for insurance than your parents because some system decided men are bad drivers, and doubly so when they're young? Triply so when they happen to be driving a red car? isn't this how it already works? young males cause a disproportionate amount of insurance claims so they get assessed higher rates. they'll even bump your premiums for driving the performance version of a given car. being a…
It does. That's the problem. Take an 18-year old with a red Mustang and a 58-year old with a midlife crisis and a 3-series. Both drive like assholes. Both will inevitably cause an accident. The latter is more likely to be wealthy enough to be able to pay cash for repairs and keep the entire incident off the radar. No insurance claim, no citations, no evidence. The 18-year old has no choice but to make an insurance cl…
this is not a fair example; by assumption we have much more information about the 58yo than the 18yo. remove the bit about the midlife crisis and there's no reason to think the 58yo is anywhere near the same risk to insure. as a group, young people are less experienced drivers, have less facility for judgement, and the males probably drive more aggressively.
unless you disagree that the goal of insurance is to spread risk among a bucket of people who have relatively similar risk factors, I'm not really sure where you're going with this.
and by the way, I'm a young male who drives a fast car.
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#176Where I think the non-racists have failed us (meaning those whose attention lies mostly elsewhere) is in providing a description of a non-racist system. It may prove impossible, and I think if someone had described one, we'd all have heard about it. Right now, the only system I can imagine as non-racist is closed and all of its elements belong to the same race. Mathematicians would probably call this a trivial descri…
More consistent, probably, but the risk is they'll be consistently worse. ProPublica did a big investigation into COMPAS.
https://www.propublica.org/article/machine-bias-risk-assessm...
> Prater was the more seasoned criminal. He had already been convicted of armed robbery and attempted armed robbery, for which he served five years in prison, in addition to another armed robbery charge. Borden had a record, too, but it was for misdemeanors committed when she was a juvenile.
> Yet something odd happened when Borden and Prater were booked into jail: A computer program spat out a score predicting the likelihood of each committing a future crime. Borden — who is black — was rated a high risk. Prater — who is white — was rated a low risk.
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#177Earlier quoted context omitted.
Haidt's book The Righteous Mind does touch on this - he'll likely have references to the studies in his book. What he says the studies show: Conservative ideology: Fairness is about guaranteeing everyone equal rights. If different people have different outcomes, the question is: Did one person have more rights than the other? If so, let's correct for it. If not, it is because the person did not fully utilize his/her…
If his studies basically equated liberal ideology with communism (equal outcomes), I think I'm a lot less inclined to read his book. You know, what I'd really like is for parties or candidates to identify what they think the appropriate GINI coefficient should be for the US.
>However, as a lot of pop psychology has taught us: People are fundamentally lazy in applying analytical thought, and will look for simple proxies.
I would not recommend judging books based on a random Internet comment, even my one.
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#178I thought we got over "the computer is never wrong" fallacy by the end of the 90s. Anyone involved with computing should know GIGO - Garbage In Garbage Out.
So you are saying any data for which any input feature is correlated with race or sex is garbage. That's going to make doing useful data science incredibly difficult with anything involving humans.
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#179Earlier quoted context omitted.
But it is possible to make one that is representatively fair first and foremost, with procedurally fair and utilitarianism at 2nd and 3rd priorities.
Yes, it is. But if you're designing an algorithm that assesses credit risk and you do this, you will lose money compared to a company that does not do this.
Re: Alexandria Ocasio-Cortez Is Absolutely Right About Racist Algorithms
#180The second half of the article that talks about Yudkowsky, rationalists, and Roko's Basilisk is absolute trash and a gross mischaracterization of the actual positions taken. >Yudkowski has for more than a decade pursued the possibility of perfect human reasoning His website is literally called "Less Wrong". It's fundamentally a quest for improvement , not perfection. >His system of coldly logical reason, it turned ou…
> "This is because of the regretful (but understandable) decision to censor discussion of it on Less Wrong, which backfired spectacularly." Can you explain the (understandable) rationale behind Less Wrong censoring discussion of Roko's Basilisk? I've been lead to believe it was censored out of fear that discussing it could somehow inspire its actual creation. Honestly from a distance Less Wrong has always struck me a…