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EWMean

Exponentially weighted mean.

Parameters

  • alpha – defaults to 0.5

    The closer alpha is to 1 the more the statistic will adapt to recent values.

Attributes

  • mean (float)

    The running exponentially weighted mean.

Examples

>>> from river import stats

>>> X = [1, 3, 5, 4, 6, 8, 7, 9, 11]
>>> ewm = stats.EWMean(alpha=0.5)
>>> for x in X:
...     print(ewm.update(x).get())
1.0
2.0
3.5
3.75
4.875
6.4375
6.71875
7.859375
9.4296875

Methods

get

Return the current value of the statistic.

update

Update and return the called instance.

Parameters

  • x (numbers.Number)

References