How to pronounce “anomalous” in English

uh because I don't want this necessarily to be a template for other people because I'm really sort of thisanomalous thing out here and I could I could write books about how this got tobe successful and this this is how you can make money being a photographer this is how you make money on the internet

I'll confess mine. I think we need to talk about these things very seriously.that excess and anomalous returns to the financial world, lower regulations, seems to be very strongly correlated with income inequality, hedge fund billionaires

And so using that, you can determine for any flight how similar it is to most other flights to answer the question of whether it'snormal or anomalous. Now that works fine if you have like one modality of data, but I described the problems we had earlierof having data of many different modalities.

And based on those features then you make a determination whether you have an anomaly or not, and the output of that are warnings or alerts thatindicate here is some anomalous kind of condition.But it doesn't say what it is.

And we have the paradigm of obesity that says these mothers are just happily guzzling excess calories while they're watching their kids starve to death.And this is an anomalous observation. I used to, started my career writing about high-energy physics, and high-energy physics, they just built the Large Hadron Collidor at CERN thatcosts I forget how many billions of dollars, all designed to just create an observation that their theory can't explain so they can proceed onward.

And what that does is it focuses on goods that rarely change prices.So we're seeing there's something anomalous, to use the term here-- there's something anomalous going on in terms of prices that usually arepretty stable are now going up.

We do also have a prototype system that is operating in more of this morning report style that I mentioned where it's looking at flights on a givenday giving an indication of how anomalous it is and then providing a report the next day.And that's more or less what's described here where we also do, like after first doing some testing then we'll incorporate those into training.

Essentially, the algorithm figures out what are called the support vectors which are the key data points that you need to determinethe separator between normal and anomalous data points.And so that only those data points end up being used here.

Overshot the runway again a little bit, but not by as much of a margin, so this time he was able to land.So this ended up showing up as anomalous purely because of the unusual shape of the trajectory.You don't get this kind of thing happening very often.

So this is another particular anomaly, what is termed I guess an aggressive runway change.So this was the case-- the anomalous flight, again, is in orange.And this is one where the aircraft was lining up for approach, but then there he was going faster than the aircraft in front here.

As far as the work that we're planning, right now when we run our anomaly detection algorithms,of that flight that are anomalous, and oftentimes the feedback is in that form.

But that couple decided that they wanted a girl.So the arts classes would have seemed anomalous to his obvious intellectual talents.

And you can cut off all your cookies.the data necessary to see the anomalous events that would let you predict the next pandemic.

It's like I had to work to be like this and I had to I think mature and I had to gain likean extraordinary life and it's a very anomalous one. But actually the lesson there about being intentional

extracted from an archive that was stolen from this organization.So what you've been hearing is a little bit anomalous in that it's an extended narrative written by one voice.But there's big sections of the book that are in the form of text message exchanges or transcripts or email threads or Slack messages or PowerPoint

We assume that data that appears normal through our methods probably represents normal operation, because overall, the aviation system we've seen is a very safe system.And we figured that the data points that are identified as anomalous, yeah, they may have some false positives because there may be data glitches,but we figure that new problems that people don't really know about are likely to be in that set of anomalies, the statistical anomalies.

And we get also an indication based on how strongly negative or positive the decision value that's returned,you get an indication of how strongly normal or anomalous it is.And so that's where we're able to get that kind of rank ordering that I describe, where then the subject matter expert

And it ended up getting relatively close to another aircraft, not only in the long space, but also in terms of altitude separation here.And this particular trajectory ended up showing up as anomalous because this orange aircraft was on descent, and then it suddenly stopped and actually climbeda little bit in order to avoid getting too close to this other aircraft, and then continued on its descent after that.

Dr. Harold, Dan, I wanted to have a conversation with both of you today because you are two of the most popular voices online on thissubject of UAPs, which is unidentified anomalous phenomena. Right. Exactly. It has been in all the news recentlybecause Trump a couple of days ago released 400 classified files containing videos and photos and different reports

But we're so used to these momentary touches with people, whether it's a Twitter DM, or even just an open tweet,I think it's very interesting because I was considered maybe an anomalous person who worked in Silicon Valley,

the objective function is that people are using when they're making economic decisions broadly.OK, and their results appear anomalous.When you use the wrong objective function, you get the wrong answer, and I think that evolution helps weave together theoretically what are otherwise a series of unconnected anomalies.

So now we have only gone to the point of actually deriving features.Now I actually have to make a determination of whether something is anomalous or not.And how would I do that?

If your strabismus is incomitant , meaning that you, mine was incomitant, meaning that my eye misalignment was different looking close, than further away.Then, it's harder to develop an anomalous correspondence.Because, the two eyes are not in the same relationship with each other.

No, that's where you're going to get a scary emergent AI is these completely unsupervised, unwatchedGod help us. We are actually probably anomalously smart and decent and wise.

it's not just the world's most popular food because it's some sort of anomalous thing.

And finally, instead of simply returning all of these points that we think are anomalous or unusual, and asking users, hey, figure this out for us--

But you can also, in brackets-- this is a slight anomalous syntax-- but we can direct the reduction to go along a particular dimension.

I'll be describing that a little bit more later.But essentially, it takes the trajectories that we enter and it rank orders them from most anomalous to least anomalous.And so once we get that, then we do a review with subject matter experts.

So they have people who are former air traffic controllers and generally are experts in this area.And they review these flights going through more or less in order from looking at the anomalous flights and seeing is there some kind of a safety concern there.And we have, also, once they vet the flights, we have shown them to air traffic controllers who have generously volunteered their time to explain what's

So one example that we found is the case of a loss of separation, as it's called.So in this case, the aircraft that ended up being identified as anomalous is the one that's indicated here in orange.And it ended up getting relatively close to another aircraft, not only in the long space, but also in terms of altitude separation here.

As far as the work that we're planning, right now when we run our anomaly detection algorithms,So maybe even using the exceedance-based system to tag parts of the flight that we know are anomalous, or maybe even based on feedback

As far as the work that we're planning, right now when we run our anomaly detection algorithms,But yeah, I think that the inclusion of flights that are anomalous shouldn't really affect us too much.

So if it was from the middle or the early Pleistocene, that would be anomalous for them.

Monitoring, for example, massively anomalous traffic, things like that.

Yes? male#2: And, then, when you do that you pick a different point, but, it's always the same point?Susan Barry: Well, that would be if it's harmonious anomalous correspondence.Susan Barry: And that would depend upon the fact that your two eyes are always misaligned to the same degree.

when you go there. So it's a very anomalous, unusual situation that's lasted longer than a lot of us expected. The Chinese countryside, the changes there have been just enormous.

In fact, that case was so unusual that that person, Samuel Loring Morison, was pardoned by President Clinton because his case was so anomalous.

And so were other people across legal, and product, and product marketing, and just different ones.I mean, Peter has been here all this time, and we used to work on the mighty Google Research blog, which was anomalous to the other blogs,but it was awesome.

The funny thing is that they're actually-- they had a love marriage, which I didn't realize how anomalous that was in our community until much later actually.

Indeed there's a great essay written by a Yale historian, John Gaddis, about the so-called long peace, and how anomalous it is.

As far as the work that we're planning, right now when we run our anomaly detection algorithms,Of course, the difficulty that we have is that we're looking at not only the notion of a flight being anomalous, but then trying to identify parts

As far as the work that we're planning, right now when we run our anomaly detection algorithms,That here's a specific portion of the flight, like over these variables or over these particular ranges of time that are anomalous.

And it doesn't cover small cells within the larger structure, where you may have kind of anomalous conditions.

Would you say that Apple's experience with Foxconn in China is a result of their corporate strategies and focus and the like or is that sort of anomalous having to do with labor

Having to use the fovea on one eye, and, use some ex-foveal point as the reference.Susan Barry: Actually, that is an adaptation that can develop in people with a long term strabismus, and, it's called anomalous correspondence.And that allows you to use both eyes, and, look though both of them even though their looking at different things.

people, they really enjoyed that. And this, perhaps, was one of the things that didn't, that was a little anomalous. So, you just kind of go with that a little bit, you know?