Search Results for author: Danilo M. Eler

Found 4 papers, 1 papers with code

HUMAP: Hierarchical Uniform Manifold Approximation and Projection

1 code implementation14 Jun 2021 Wilson E. Marcílio-Jr, Danilo M. Eler, Fernando V. Paulovich, Rafael M. Martins

Dimensionality reduction (DR) techniques help analysts to understand patterns in high-dimensional spaces.

Dimensionality Reduction

Contrastive analysis for scatterplot-based representations of dimensionality reduction

no code implementations26 Jan 2021 Wilson E. Marcílio-Jr, Danilo M. Eler, Rogério E. Garcia

We also introduce a bipartite graph to visually interpret and explore the relationship between the statistical variables employed to understand how the data features influence cluster formation.

Dimensionality Reduction

Model-agnostic interpretation by visualization of feature perturbations

no code implementations26 Jan 2021 Wilson E. Marcílio-Jr, Danilo M. Eler, Fabrício Breve

Interpretation of machine learning models has become one of the most important research topics due to the necessity of maintaining control and avoiding bias in these algorithms.

BIG-bench Machine Learning

Overlap Removal of Dimensionality Reduction Scatterplot Layouts

no code implementations8 Mar 2019 Gladys M. Hilasaca, Wilson E. Marcílio-Jr, Danilo M. Eler, Rafael M. Martins, Fernando V. Paulovich

Dimensionality Reduction (DR) scatterplot layouts have become a ubiquitous visualization tool for analyzing multidimensional data items with presence in different areas.

Dimensionality Reduction

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