Search Results for author: Dianne Cook

Found 5 papers, 3 papers with code

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

1 code implementation21 Aug 2023 Weihao Li, Emily Dodwell, Dianne Cook

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


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

1 code implementation26 Feb 2023 Przemyslaw Biecek, Hubert Baniecki, Mateusz Krzyzinski, Dianne Cook

But what if the second-best model describes the data in a completely different way?

Exploring Local Explanations of Nonlinear Models Using Animated Linear Projections

no code implementations11 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 implementation19 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 implementations8 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

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