hts

Hierarchical and Grouped Time Series (by earowang)

Hts Alternatives

Similar projects and alternatives to hts

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better hts alternative or higher similarity.

hts reviews and mentions

Posts with mentions or reviews of hts. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-07-19.
  • Time Series Forecasting Compositional Data - no good package exists?
    1 project | /r/rstats | 25 Dec 2022
  • [P] Fastest and most accurate version of the Exponential Smoothing (ETS) Algorithm for Python
    3 projects | /r/MachineLearning | 19 Jul 2022
    sadly a lot of statistics research is done with R and is unavailable with Python, hopefully this kind of work will also motivate new libraries for Python. I am particularly interested in hierarchical forecasting. Are there Python alternatives to the hts library?(https://github.com/earowang/hts)
  • Can anyone explain me hierarchical time series forecating?
    1 project | /r/datascience | 16 Nov 2021
    Additionally, you could use one of the more complex methods from the aforementioned hts package. This will allow you to make forecasts on all levels of the hierarchy, and use the bootstrapped errors to make adjustments to all forecasts in the hierarchy using a constrained least-squares approach, in order to make all forecasts sum-consistent (make the aggregates of the forecasts equal the forecasts of the aggregates). This allows you to model cannibalisation effects between different products, for example. However for this to work, you'd need quite good models, as the bootstrapped errors are taken as the 'wiggle room' for the adjustments, which means that if you have a badly fitting model, the adjustments might be quite large and no longer make sense (eg. be negative for a sales forecast).
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Stats

Basic hts repo stats
3
107
0.0
over 1 year ago

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