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Updated: May 16, 2025

Interactive and Visualized Online Experimentation System for Engineering Education and Research
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Interactive and Visualized Online Experimentation System for Engineering Education and Research

Published on: November 24, 2021

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异议:可视化和探索解释 (异议) 异议

Priscylla Silva, Vitoria Guardieiro, Brian Barr

    IEEE transactions on visualization and computer graphics
    |April 4, 2025
    PubMed
    概括

    调查机器学习解释方法之间的分歧至关重要. 新的可视化工具Visagreement帮助用户了解这些解释何时以及为什么有所不同,从而提高对AI模型的信任.

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    Cause and Effect01:53

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    While variables are sometimes correlated because one does cause the other, it could also be that some other factor, a confounding variable, is actually causing the systematic movement in our variables of interest. For instance, as sales in ice cream increase, so does the overall rate of crime. Is it possible that indulging in your favorite flavor of ice cream could send you on a crime spree? Or, after committing crime do you think you might decide to treat yourself to a cone?
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    Randomized Experiments01:13

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    The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
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