Summation Notation
Many statistical formulas involve summing numbers. Fortunately there is a convenient notation for expressing summation. This section covers the basics of this summation notation. Let's say we have a variable X that ...
Many statistical formulas involve summing numbers. Fortunately there is a convenient notation for expressing summation. This section covers the basics of this summation notation.
Let's say we have a variable X that represents the weights (in grams) of 4 grapes. The data are shown in [link].
Grape | X |
1 | 4.6 |
2 | 5.1 |
3 | 4.9 |
4 | 4.4 |
We label Grape 1's weight X 1 , Grape 2's weight X 2 , etc. The following formula means to sum up the weights of the four grapes: i 1 4 X i The Greek letter Σ indicates summation. The " i 1 " at the bottom indicates that the summation is to start with X 1 and the 4 at the top indicates that the summation will end with X 4 . The X i indicates that X is the variable to be summed as i goes from 1 to 4. Therefore, i 1 4 X i X 1 X 2 X 3 X 4 4.6 5.1 4.9 4.4 19.0 The symbol i 1 3 X i indicates that only the first 3 scores are to be summed. The index variable i goes from 1 to 3. When all the scores of a variable (such as X) are to be summed, it is often convenient to use the following abbreviated notation: ∑ X Thus when no values of i are shown, it means to sum all the values of X.
Many formulas involve squaring numbers before they are summed. This is indicated as X 2 4.6 2 5.1 2 4.9 2 4.4 2 21.16 26.01 24.01 19.36 90.54 Notice that: X 2 X 2 because the expression on the left means to sum up all the values of X and then square the sum ( 19 2 381 ) whereas the expression on the right means to square the numbers and then sum the squares ( 90.54, as shown).
Some formulas involve the sum of cross products. [link] shows the data for variables X and Y. The totals are shown in the bottom row and the cross products are shown in the third column. The sum of the cross products is 28.
X | Y | XY |
6 | 12 | 28 |
1 | 3 | 3 |
2 | 2 | 4 |
3 | 7 | 21 |
In summation notation, this is written as: X Y 28
For the following data
X | Y |
1 | 3 |
2 | 2 |
4 | 7 |
compute X
1 2 4 7
compute Y
3 2 7 12
compute X 2
1 2 4 7 and 7 7 49
compute i 2 3 X i
This means to add the values of X from the second value to the third value. 2 4 6 .
compute X Y
1 3 2 2 4 7 3 4 28 35