Jump to content

Correlation & Linear Regression


ecoli

Recommended Posts

For example, I know that r^2 of linear regression is, in certain cases, related to the correlation coefficient (goodness of fit) but is there are precise mathematical definition? Perhaps with a geometric interpretation?

 

Any and all references would be helpful.

Link to comment
Share on other sites

Not really my field but...

If you have two variables for example height and weight and you measure lots of people and calculate the correlation coefficient and find that, for example, it's 0.8 the you can find R^2 easily enough: 0.64 .

That tells you that 64% of the variation in weight is "due to" the variation in height. The rest of the variability must be due to other factors.

Link to comment
Share on other sites

Not really my field but...

If you have two variables for example height and weight and you measure lots of people and calculate the correlation coefficient and find that, for example, it's 0.8 the you can find R^2 easily enough: 0.64 .

That tells you that 64% of the variation in weight is "due to" the variation in height. The rest of the variability must be due to other factors.

 

Couldn't you just as easily state the reverse? Since you haven't controlled for weight or height.

Link to comment
Share on other sites

  • 2 weeks later...

I don't exactly understand linear regression and "linearizing a graph". It seems like anti-science, my sci-professor for a class made me linearize every graph because "we don't have enough information to determine that it's a parabola (or inverse square or w/e)" even though all the points PERFECTLY fit on a parabolic function. THAT'S WHY YOU DO MORE TESTING!!! Why on EARTH wouldn't you throw out other possibilities for equations just because you like linear graphs more and then not even test to make sure? That seems to go against what science itself is!!! Without extensive knowledge, people think that you can just add speeds of objects to get the relative speed of either object to the other object which is completely wrong because there's another equation that makes more sense if you consider that nothing goes past the speed of light which I think is some kind of hyperbola or inverse equation which shows that the relative speed levels off as either object approaches the speed of light.

Edited by EquisDeXD
Link to comment
Share on other sites

  • 2 weeks later...

If you think the data is a parabola then you plot the log of it .

If it comes out with a slope of 2 (as determined by calculating the best line through the data) then you have shown that it is a parabola.

 

You needed a better professor.

 

If you think the data is a parabola then you plot the log of it .

If it comes out with a slope of 2 (as determined by calculating the best line through the data) then you have shown that it is a parabola.

 

You needed a better professor.

 

If you think the data is a parabola then you plot the log of it .

If it comes out with a slope of 2 (as determined by calculating the best line through the data) then you have shown that it is a parabola.

 

You needed a better professor.

 

If you think the data is a parabola then you plot the log of it .

If it comes out with a slope of 2 (as determined by calculating the best line through the data) then you have shown that it is a parabola.

 

You needed a better professor.

 

Has the site got a stutter?

Link to comment
Share on other sites

  • 4 weeks later...

Create an account or sign in to comment

You need to be a member in order to leave a comment

Create an account

Sign up for a new account in our community. It's easy!

Register a new account

Sign in

Already have an account? Sign in here.

Sign In Now
×
×
  • Create New...

Important Information

We have placed cookies on your device to help make this website better. You can adjust your cookie settings, otherwise we'll assume you're okay to continue.