Stories tagged math

8

So, I open up my web browser this weekend to check the news, and I see the following three polls, all on the same page:

  • Rasmussen: Obama up by 5 points
  • Gallup: Obama up by 10 point
  • Zogby: McCain up by 1 point

These can’t all be right, can they?

Actually, they can. Or, at least, they can all be properly conducted, and just lead to wildly different results.

The only way to get a perfect result is to interview everyone in the country. (In fact, that’s exactly what we do on Election Day.) But that takes so much time and money that no individual pollster can do it. Instead, they interview several hundred people, maybe a couple thousand, and from there extrapolate what the country as a whole will do.

Now, mathematically, you can do this. You just can’t be sure of your answer. Here are a few of the reasons why.

Margin of error

Most opinion polls will state the margin of error. For example, they may say that that Candidate X is ahead by, say, 5 points, with a margin of error of plus-or-minus 3 points. Meaning, the real answer could be as high as 8 points or as low as 2 points.

(Sometimes, the margin of error is actually larger than the result. The poll shows Candidate X leading by 2 points, but with a margin of error of 4 points. Meaning, he could be ahead by 6, or he could actually be behind by 2! This seems to have happened a lot this year.)

A range of a few percentage points, when applied to a country with over 100 million voters, can lead to some pretty huge differences.

Confidence interval

In addition to reporting a margin of error, polls also report a confidence interval, usually 90% or 95%. This means that, according to the laws of mathematics, there is a 95% probability that the real result is the same as the poll result, within the margin of error.

But what about the other 5% or 10% of the time? Well, the folks reporting the numbers don’t like to tell you this, but, mathematically speaking, the poll can do everything right, and still be completely wrong, as much as 10% of the time.

There have been over 700 polls released this election season, and over 200 just in October. No doubt, many of the polls you have heard about fall into this category.

Weighting

In most elections, more women vote than men. If you conduct a survey and talk to 100 men and 100 women, you are going to have to give the women’s answers more weight to accurately reflect the Election Day results.

How much more weight? That depends. Do you think this election will be pretty much the same as previous years? Is there something happening this year that will make a lot more women come out to vote? Or, perhaps, something that will attract a lot more men?

The fact is, nobody knows. Weighting is just educated guesswork. And this year, it is more complicated than usual:

  • Black voters are expected to come out in record numbers to support Barack Obama. How many will actually vote? Nobody knows.
  • Young people generally do not vote as much as other groups. But many analysts expect more young people to vote this year. How many more? Nobody knows.
  • Democrats, having lost the last two elections, are likely to turn out in larger numbers. How much larger? Nobody knows.
  • New voters. There has been a great push to register new voters, many of them poor or minority members. These groups tend to vote Democratic. But, the NY Times reports that as many as 60% of those registrations may be fake. If you are a poll taker, you really have no idea how many new voters there actually are.
  • Likely voters. Every pollster ends up talking to some people who will not vote on Election Day. Different polls use different methods of figuring out who is likely to actually vote—based on whether they voted last time, how much interest they have in the election, or just taking the voter’s word for it.

The different weighting factors used by the different polls probably accounts for most of the variability we see in the results.

Human factors

Let’s face it – humans are complicated and sometimes uncooperative beings. There are lots of ways they can foul up a perfectly good poll.

  • Lying. People have a tendency to tell a pollster what they think he wants to hear. Maybe they just want to be nice; maybe they want to avoid an argument. This skewing has been found in many, many types of polls.
  • Refusal. In any poll, a certain number of people refuse to participate—they don’t want to be bothered, or they don’t want to talk politics with a stranger. If refusals are more likely to come from one party than the other, this can skew results.
  • Hard-to-reach folks. For years, pollsters called people on the telephone. But today more and more people have cell phones, or call screening, and are hard to reach. Again, if people with such gadgets are more likely to support one candidate or the other, it will skew the results. (One blogger has noticed that John McCain does better in polls conducted during the week than on the weekend, and speculates that's when McCain supporters are home.)
  • Bias. Poll takers are only human. They have their own thoughts and opinions. And while they take great pains to be neutral, those opinions sometimes come through in the questions asked or the way the answers are interpreted. Most of the major polling companies are based in big cities like New York, Los Angeles, Boston, or Washington, DC – all cities that are heavily Democratic. This may explain why, in the last two elections, the Democrats did better in the polls than they did on Election Day.

So, with all these problems, how can we figure out who is going to win the election? Well, never fear – there is one sure-fire way to find out the winner:

Read the newspaper Wednesday morning.

And don’t forget to vote!

7

With the latest thrashing by the Devil Rays -> are the Boston Red Sox showing that the statistically better team can always be eliminated by a "hot" team?

a) Yes - win streaks are more powerful than long term stats
b) No - Long term statistics should be the deciding factor of the contests
c) Neither -> head to head is the only way to decide who is the best team

Is it possible to calculate the "potential energy" of a particular Offensive line compared to a particular Defensive line?

Should a Coach know if they are statistically unable to force the line of scrimmage the direction they want?

Sure - weaknesses can be exploited by double teaming, and running slant plays.....checking the stats on each lineman the coach should be able to choose their strategy before the game....and give the best chance of success

Math is Fun

by Bboy09 on Oct. 15th, 2008
in
13

Math is fun, i enjoy it a lot, one day, it will help me to the top, I like to do math, cause it is cool, i like to do math in high school, math is like poetry with a neverending flow, math will lead me to where i want to go.

6

Garrett Lisi uses math to describe everything

E8: the largest and most complex of the exceptional simple Lie algebras
E8: the largest and most complex of the exceptional simple Lie algebras
Courtesy Claudio Rocchini
Surfer dude, Garrett Lisi lives in his van on a beach in Maui. Using a type of algebra he calls E8, Garrett has developed an exceptionally simple theory of everything -- a grand unified theory that explains all the elementary particles, as well as gravity. (link to pdf of paper found below)

Lisi describes how gravity, the standard model bosons, and three generations of fermions can be unified as parts of an E8 superconnection. This unified field theory attempts to describe all fundamental interactions that physicists have observed in nature, and stands as a possible theory of everything, unifying Albert Einstein's general relativity with the standard model of particle physics.

"I think the universe is pure geometry - basically, a beautiful shape twisting and dancing over space-time. Since E8 is perhaps the most beautiful structure in mathematics, it is very satisfying that nature appears to have chosen this geometry."

"This is an 'all or nothing' kind of theory -- meaning it's going to end up agreeing with and predicting damn near everything, or it's wrong. At this stage of development, it could go either way." Garrett Lisi

This video explains how mathematics predicts reality

Warning, even though I have a degree in physics education, the material presented was way over my head. I will watch it again though, because it does give me a glimpse of how mathematics can lead to understanding, perhaps even someday making possible something like electrogravity. Click this link if the video below does not work


Learn more
Garrett Lisi forum frequently asked personal questions
Garrett Lisi forum frequently asked questions about E8 and Theory of Everything
31 page paper (pdf) An exceptionally simple theory of everything


The Un-ending mobious strip!!!

Dynamical system representation
Dynamical system representation
Courtesy Wikipedia
Who says math can’t be fun? Check out this very cool slide show of images now on display at the University of Liverpool. Made with computers by mathematicians from around the world, the stunning images are actually visual representations of a mathematical theory known as dynamical systems. Mathematician Lasse Rempe narrates and explains it better than I can. Some of the images remind me of the Stargate sequence from Stanley Kubrick's 1968 movie, 2001: A Space Odyssey.

9

Three black cats: So that's a triple negative... run! Run!
Three black cats: So that's a triple negative... run! Run!
Courtesy heyjupiter
Evolutionary biologists and math wizards have put their minds together to summon a pulsating, glistening packet of truth from the void.

Biting into the fruit of this magnificent spell, the meta-scientists gained the following information: superstitions, it seems, are an evolutionary adaptation.

This isn’t an entirely new train of thought, even here on Science Buzz, but this research takes the notion a little further. It has already been proposed that superstitions—false connections between cause and effect—prepare us for “just in case” scenarios. That is to say, as Gene put it, it won’t actually rain on a particular day just because we forgot our umbrellas, but thinking that that’s true will encourage us to bring our umbrellas just in case. The scientists behind this new study are looking at that idea in a more mathematical way.

They started with a similar premise: that assuming a potentially false connection between cause and effect will sometimes be beneficial. For example, to a prehistoric man, rustling grass might sometimes mean that there’s a lion getting ready to pounce on you. Even though a lion isn’t the only thing that will make grass rustle, treating rustling grass as a sign of danger isn’t a bad idea in the long run; the caveman looses nothing by avoiding grass that is actually being disturbed by the wind, but gains everything by avoiding grass the few times that it actually hides a predator.

The scientists then decided that the theory could be tested mathematically. By weighing the losses of false associations (avoiding wind rustled grass) against the gains from when those associations turn out to be real (hungry lions hiding), we can see if that sort of behavior is beneficial to survival in the long run, and will therefore be selected for evolutionarily. The model gets more complicated when there are multiple potential causes to connect to an effect (is it the rustling grass, the full moon, or the random sneezing that means a lion is on its way?), but it seems that assuming false causes is, in general, a decent survival strategy. Fortune favors the timid, apparently.

In modern times, the scientists say, this behavior can manifest in things like attitudes toward alternative and homeopathic medicines; while most of them may be ineffective, the chance that some work is enough to get people to use them all.

Superstitions like avoiding black cats, paths under ladders, and opening umbrellas indoors, however, may have more to do with evolutionarily superstitious behavior getting mixed up with culture and “modern life.” These days, the researchers point out, superstitions are probably less beneficial than they used to be.

That’s a little bit of a copout, I’d say. Fortune, after all, favors the bold, so why not go out on a limb here?

You don’t want black cats crossing your path, obviously, because a much larger black cat could be chasing them—and you don’t want to mess around with huge black cats (especially if they’re being chased by an even larger cat).

Walking under ladders is an easy one. There’s always the chance that a bucket of paint could fall on your head, and once you’ve got a bucket stuck on your head any number of awful things can and will happen to you. Trust me.

Opening umbrellas indoors—if you’re in a very small house, you could seriously damage your umbrella.

Unlucky number thirteen? Thirteen of anything can’t be divided fairly between friends, leaving you with no other option than to kill one of your friends. That’s how blood feuds start.

I should be a scientist. Or a fortune teller.

4

Some fingers: Some fingers down, more fingers up.
Some fingers: Some fingers down, more fingers up.
Courtesy anna_t
Researchers from MIT have found that a tribe in remote northwestern Brazil has no words for specific numbers.

The language of the tribe, of which there are only about 300 members, seems to be unique in that it has no numbers. Counting was thought to have been innate in human cognition. Apparently that isn’t totally the case. Specific numbers weren’t useful to this culture, so they never developed them in their language.

Instead of specific numbers, the group, called the Piraha, has a couple of relative terms, translating to something like “some” and “more.” Piraha math classes, I assume, would be awesome.

Some + some = more (obviously)

Nothing + some = some (duh)

Nothing + more = some (interesting!)

More – some = some (probably)

Some – more = your mind blown (Whoa!)

Something very anthropologically and linguistically crazy is going on here. Something about how even though we think our thoughts shape language, language actually ends up shaping our thoughts. So if you come from a culture whose language has no concept of specific numbers, how does that shape your perception of the world?

Oh, if only I had been a better student.

The last laugh

by Gene on Jul. 11th, 2008

Author Jim Holt consults Darwin and Copernicus and declares: laughter will be mankind’s most enduring legacy.