Correlation

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Correlation

Question: Is a chocolate cake’s price related to it quality

First the cakes are purchased and given a number from 1 to 10

The price of each cake is recorded and put away

An independent researcher will taste and evaluate each cake

The results of the taste test are recorded

It is not known which is the explanatory variable, just plot

The price and the quality are associated either way

The correlation coefficient gives the strength and direction

The correlation coefficient can be between plus and minus 1

A correlation greater than zero is called a positive correlation

A correlation less than zero is called a negative correlation

Correlation Calculation here is the calculation

Both the x and y are scaled by their standard deviation, S

The results are between +1 and -1 due to the average being taken

Correlation Coefficient

And the correlation is a positive 0.8

Let us look at twins raised together and twins raised apart

Twins, even twins raised apart have a lot in common

There have been studies on twins raised together and raised apart

Twins have a strong correlation in height, which is not surprising

There is also a correlation between personality traits, 0.49 raised apart, 0.52 raised together

Do these two graphs have a different correlation coefficient

The correlation is the same

Why is the correlation zero of this plot, are x & y not related

There is a positive correlation to this point then it is negative

Regression using x or y ?

Interpretation

Regression

Calculating Least-Square Regression line

take derivative to obtain values of m and b which minimize sum of square

Two Equations Two Unknowns

Here is the algebra

Author: James M. Grow

Email: Grow@adm.njit.edu

Home Page: http://www-ec.njit.edu/~grow/statisti.htm

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