sktime is a unified framework for machine learning with time series in Python. It provides simple and efficient tools for time series analysis and data mining, with a focus on machine learning. It is accessible to everybody and reusable in various contexts. It is built on NumPy, SciPy, pandas and scikit-learn, among others. The project is open source and commercially usable (BSD license).
Questions tagged [sktime]
52 questions
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Forecasting with WindowSummarizer and exogenous features
The WindowSummarizer allows to capture time series characteristics within a specified rolling window. I tried to modify an example I found in the documentation. It seems that this functionality does not work with models that would actually use the…
Grzegorz Rut
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Inconsistant prediction range settings in sktime
I noticed an inconsistency in specifying the prediction intervals for different kind of algorithms - AutoETS and AutoARIMA. I'm not sure if this is a bug or a feature.
from matplotlib import pyplot as plt
from sktime.datasets import…
Grzegorz Rut
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sktime import: issue with 'sktime.classification.interval_based'
Can anyone help resolve this issue?
ImportError: cannot import name 'TimeSeriesForestClassifier' from 'sktime.classification.interval_based'…
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1 answer
Time series classification with noisy labels using cleanlab and sktime
So I want to improve may sktime classifier using cleanlab. Here are some sample data
x=np.linspace(0,3,500)
X_true=np.array([randint(1,10)*np.sin(x) for _ in range(100)])
X_false=np.array([randint(1,10)*np.tan(x) for i in range(100)])
y=[True for _…
jan-seins
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How to use SlidingWindowSplitter in sktime
I need to fit ARIMA model from sktime package. I want to use SlidingWindowSplitter from sktime.forecasting.model_selection but I don really understand how it works.
If I wanted to fit a simple ARIMA I would do this
...
model = ARIMA(order = (p, d,…
student
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SHAP explanation for ROCKET multivariate time series classifier
I´m asking this question based on the following discussion: https://github.com/sktime/sktime/issues/4336
I´m using the RocketClassifier…
pascal_
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ModuleNotFoundError: No module named 'sktime.transformers'
I tried importing
from sktime.transformers.series_as_features.rocket import Rocket
When I run this, I encounter this error ---
File "C:\Users\Success\AppData\Local\Temp/ipykernel_8440/2082396040.py", line 1, in…
91Hana01
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