A Clustering Algorithm to Organize Satellite Hotspot Data for the Purpose of Tracking Bushfires Remotely

1 code implementation • 21 Aug 2023 • Weihao Li, Emily Dodwell, Dianne Cook

This paper proposes a spatiotemporal clustering algorithm and its implementation in the R package spotoroo.

Clustering

Performance is not enough: the story told by a Rashomon quartet

1 code implementation • 26 Feb 2023 • Przemyslaw Biecek, Hubert Baniecki, Mateusz Krzyzinski, Dianne Cook

The usual goal of supervised learning is to find the best model, the one that optimizes a particular performance measure.

Exploring Local Explanations of Nonlinear Models Using Animated Linear Projections

no code implementations • 11 May 2022 • Nicholas Spyrison, Dianne Cook, Przemyslaw Biecek

To understand how the interaction between predictors affects the variable importance estimate, we can convert LVAs into linear projections and use the radial tour.

Explainable Artificial Intelligence (XAI) Feature Importance

A Projection Pursuit Forest Algorithm for Supervised Classification

1 code implementation • 19 Jul 2018 • Natalia da Silva, Dianne Cook, Eun-Kyung Lee

Projection pursuit is used to choose a projection of the variables that best separates the classes.

Classification Ensemble Learning +1

Interactive Graphics for Visually Diagnosing Forest Classifiers in R

no code implementations • 8 Apr 2017 • Natalia da Silva, Dianne Cook, Eun-Kyung Lee

This paper describes structuring data and constructing plots to explore forest classification models interactively.

Dimensionality Reduction General Classification