Covariance between data stats problem

AI Thread Summary
The discussion centers on the calculation of covariance between two data sets, specifically when one set is multiplied by a constant. The formula for covariance is presented, and the user seeks validation on whether multiplying all elements of set 'x' by a constant 'a' also scales the covariance by 'a'. The response confirms that the reasoning is correct, emphasizing that summations are simply sums and the calculations are valid. The user expresses gratitude for the confirmation and reassurance regarding their understanding of summation notation. This exchange highlights the relationship between scaling data and its effect on covariance.
danago
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Hi. At the moment in class we are going over statistics

Anyway, the formula I've been using for covariance between two sets of data is:

<br /> s_{xy} = \frac{1}{n}\sum\limits_{i = 1}^n {x_i y_i } - \overline x \overline y <br />


Now, if i was to get a question such as:

"If all the elements of set 'x' are multiplied by 'a', what is the new covariance"

Would this be a valid in mathematical terms:

<br /> \begin{array}{c}<br /> s_{xy} = \frac{1}{n}(ax_1 y_1 + ax_2 y_2 + ... + ax_n y_n ) - a\overline x \overline y \\ <br /> = a[\frac{1}{n}(x_1 y_1 + x_2 y_2 + ... + x_n y_n ) - \overline x \overline y ] \\ <br /> = a[\frac{1}{n}\sum\limits_{i = 1}^n {x_i y_i } - \overline x \overline y ] \\ <br /> \end{array}<br />

Therefore, if the elements of the set of data are multiplied by a constant, the covariance is also changed by that same factor? Has my working been valid in terms of the summation notation. The reason i ask is because we've never worked much with summations, so I am not 100% sure how to deal with them.

Thanks,
Dan.
 
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Your reasoning is fine. Summations are just sums.
 
Alright thanks for the confirmation. I just thought that maybe i was overlooking something, and had possibly made a mathematical error.

Thanks again.
Dan.
 

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