Unfairness is barriers to access, the fact that women athletes are paid far less than men athletes.
of unfairness .
So that unfairness of life, and in general, I guess, the left sees there's some role or a lot of role for government to help you
when that unfairness strikes.
The optimal rate of unfairness that you can achieve here measured by the difference between false negative rates between populations, that's what's plotted on the y-axis,
in this unfairness metric, in this case, the difference between false negative rates at the beginning, and only a very small cost to error.
about the unfairness of the model that it was brought to light.
This is an absolute unfairness .
So we're really hardwired to reject unfairness , and when there's a power imbalance between those who hold our data and ourselves whose data it is,
Children were initiating conversations about the unfairness of gender categories.
And when they see the spectrum of unfairness raised, they say, let me remind myself of how I'm definitely fair.
and so there's sort of a sense of unfairness .
So you've got some quantitative notion of unfairness that you can ask for.
Anger tends to have a theme of injustice or unfairness .
But I want to ask what about the cosmic unfairness of indeterminism?
What it opens you up to is when there is a sense of unfairness and who's getting ahead and how the spoils are being divided,
And one of the fundamental roles of government should not necessarily be to turn that unfairness into perfect equality, but to rectify that unfairness
- I mean there's a lot of fascinating things there on the unfairness of life, that could be the interperson unfairness , so one person getting more money than another person,
And then the fourth thing to bear in mind is that we all reject unfairness , and this is a great experiment, which
We must learn the lessons of the Holocaust to bring awareness of this unfairness to humanity and never forget what hatred leads to.
Even if we benefit from the unfairness ourselves, even if we and our families benefit.
There's a knob that you can turn, trading off this notion of unfairness with other things you care about, like error, and what you find when
and electoral processes are and all that, and the unfairness or bias in the system, and the gaming of the system and so
from that to creatures who help each other, love each other, get outraged at unfairness , help distant strangers and so on?
and more skills, or more natural abilities than another person, and then there's just the general unfairness of the environment, the luck of the draw,
Sports are already unfair in lots of different ways, and biological advantages are actually not part of the unfairness .
But when we look at scenarios that involve fairness, actually we tend to be very negative against unfair humans compared to machines that committed the same unfairness .
So I guess the question, really, is can we connect this to people's own experience of inequality and unfairness and recognize that, look, ultimately
OK, so for a particular class of models, you can achieve an error unfairness trade off represented as any points on this Pareto frontier.
If you were able to go out and get the right data, then it might solve this sort of unfairness problem and simultaneously make your algorithm better
And if we're looking at things like are hiring practices fair, then if there is existing unfairness , then we're going to perpetuate it.
But the ideal is in our hearts and when we consider there to be unfairness going on, this is what we aim for.
A very good one, David Wiggins, once wrote some years ago about what he called the cosmic unfairness of determinism.
I, I feel there's a lot of unfairness in, it's in the way it's written, in the way it's been
We learn about unfairness .
And it gave me a very strong sense of the kind of sadness and unfairness that people can and do experience every single day in