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5 votes
0 answers
690 views

Predict churn in a range of time after observation window is finished

I'm building a churn model. Each user's historic data (observation window) is a constant period, but each observation window contains different dates. For example the next figure: Let's say, that the ...
Amit S's user avatar
  • 77
1 vote
0 answers
350 views

what is it an activity window in churn model?

I know that in a churn model many times you define an observation window (historic data) and a performance window (also dependent window, or response window). I have read an article that the authors (...
Amit S's user avatar
  • 77
1 vote
0 answers
356 views

Rolling forecast vs. static training data for financial timeseries?

I want to train a statistical model to predict financial asset returns. I'm wondering whether it would be more effective to train a rolling forecast model rather than training a single model with a ...
PyRsquared's user avatar
  • 1,334
2 votes
1 answer
360 views

Discovering peaks/patterns in time-series and clustering them

I have a dataset which contains minute level sensor measurements. Sample is shown here: To me useful information are these peaks in time series, mostly their peak and duration. My idea is to take out ...
SirDawar's user avatar
3 votes
1 answer
3k views

Is moving average(sliding window) a smoothing technique or forecasting technique?

The rolling average method is mostly used to produce a smoothed series by removing noise. For ex- 3 window moving average, in general practice, the output for the fourth period is the 3 window moving ...
Manisha's user avatar
  • 80
2 votes
1 answer
68 views

Ranking with multiple weights/ features

We have entities where every entity has start ($s_i$) and end ($e_i$) times and count $c_i$. An entity is important if its interval ($e_i - s_i$) is large and if its $c_i$ is large. Here's what I ...
IsaacLevon's user avatar
1 vote
0 answers
47 views

Classify time series with unequal lenghts [closed]

I have a set of time series sensor measurements (acceleration and gyroscope readings) for driving events (harsh acceleration, harsh brake …) with the type, start and end of each event. I need to ...
Tatou's user avatar
  • 11