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03/31/2023
DeforestVis: Behavior Analysis of Machine Learning Models with Surrogate Decision Stumps
As the complexity of machine learning (ML) models increases and the appl...
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12/01/2021
VisRuler: Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees
Bagging and boosting are two popular ensemble methods in machine learnin...
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06/14/2021
HUMAP: Hierarchical Uniform Manifold Approximation and Projection
Dimensionality reduction (DR) techniques help analysts to understand pat...
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03/26/2021
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches
The machine learning (ML) life cycle involves a series of iterative step...
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02/05/2021
Using Visual Text Mining to Support the Study Selection Activity in Systematic Literature Reviews
Background: A systematic literature review (SLR) is a methodology used t...
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12/02/2020
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization
During the training phase of machine learning (ML) models, it is usually...
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05/04/2020