Visual exploration of an ensemble of classifiers

Paula Ceccon Ribeiro,Guilherme G. Schardong,Simone D.J. Barbosa,Clarisse Sieckenius de Souza,Hélio Lopes

Computers & Graphics（2019）

引用 4|浏览48

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摘要

•We propose a model-agnostic visual analytics tools to assist in understanding an ensemble of classifiers and its underlying models.•We provide an interactive visual analytics tools that allow both decision boundary and instance-based inspections.•We tested our approach using the MNIST benchmark data set.

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关键词

Ensemble of classifiers,Decision boundary visualization,Dimensionality reduction,Inverse projection,Visual inspection

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