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Topic Exploration via Verified Components

TopicLdaTopic modelingData appView
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May 2, 2023 3:45 PM
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The output of a topic model can be hard to navigate when you have many topics. The Topic Explorer View verified component automatically generates for you a user interface. You can use it locally on KNIME Analytics Platform or remotely by deploying it on KNIME Server or KNIME Business Hub. This component also works if you train your topic model with the Topic Extractor (STM) verified component. For more details on the Topic Explorer View and the Topic Scorer (Labs) inside check the links below.

External resources

  • “PoliBlogs08” data set by Eisenstein and Xing 2010
  • Topic Explorer View - KNIME Community Hub
  • Summarizing topical content with word frequency and exclusivity - Bischof and Airoldi (2012), Proceedings of the 29th International Coference on International Conference on Machine Learning
  • Optimizing semantic coherence in topic models - Mimno et al 2011, Proceedings of the Conference on Empirical Methods in Natural Language Processing 2011
  • Verified Components project - knime.com
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.7.4
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    KNIME Base nodesTrusted extension

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    Version 4.7.2

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    KNIME Data GenerationTrusted extension

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    Version 4.7.0

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    KNIME Distance MatrixTrusted extension

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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME JavaScript Views (Labs)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME JSON-ProcessingTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME Math Expression (JEP)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME PlotlyTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

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    KNIME Statistics NodesTrusted extension

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    KNIME TextprocessingTrusted extension

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    KNIME Textprocessing - Deeplearning4J Integration (64bit only)Trusted extension

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    KNIME Timeseries nodesTrusted extension

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