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Showing 1 to 3 of 3 for “"Interactive Dimension Reduction"”.

  1. Bridging Cognitive Gaps Between User and Model in Interactive Dimension Reduction

    High-dimensional data is prevalent in all domains but is challenging to explore. Analysis and exploration of high-dimensional data are important for people in numerous fields. To help people explore and understand high-dimensional data, Andromeda, an interactive visual analytics tool, has been …

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  2. Comparison of Computational Notebook Platforms for Interactive Visual Analytics: Case Study of Andromeda Implementations

    … we investigated the problem using Andromeda, an interactive dimension reduction algorithm, and implemented it using three different notebook platforms: 1) Python-based Jupyter Notebook, 2) JavaScript-based Observable Notebook, and 3) Jupyter Notebook embedding both Python (data science use) and …

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  3. Explainable Interactive Projections for Image Data

    … of large collections of images is difficult. Dimension reductions (DR) assist by organizing images in a 2D space based on similarities, but provide little support for explaining why images were placed together or apart in the 2D space. Additionally, they do not provide support for modifying …

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