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Time Series Classical Decomposition

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Jul 18, 2022 1:51 PM
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This component aims to decompose a Time Series using the Classical Decomposition approach. The component has both a visual and data output that produces the following elements: - Detrended Time Series - Deseasonalized Time Series - Seasonal Factors - Fitted Time Series - Error component Either the method with Additive Seasonality or the method with Multiplicative Seasonality can be selected. Moreover you can select between two trend estimation methods (Centered Moving Average and Polynomial Curve FItting)

Component details

Input ports
  1. Type: Table
    Time Series Data
    Insert Time Series Data (please SORT your Time Series in advance in order to keep the temporal sequence of the data)
Output ports
  1. Type: Table
    Time Series Decomposition
    Decomposition columns (Estimated Trend, Detrended Series, Seasonal Factors, Deseasonalized Series, Errors, Fitted Series) plus original columns

Used extensions & nodes

Created with KNIME Analytics Platform version 4.6.0
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME Data GenerationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME Math Expression (JEP)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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    KNIME Timeseries nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime

This component does not have nodes, extensions, nested components and related workflows

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