Dianne Cook

Dianne Cook

Monash University

H-index: 42

Oceania-Australia

About Dianne Cook

Dianne Cook, With an exceptional h-index of 42 and a recent h-index of 26 (since 2020), a distinguished researcher at Monash University, specializes in the field of statistical graphics, data science, multivariate data.

His recent articles reflect a diverse array of research interests and contributions to the field:

A Plot is Worth a Thousand Tests: Assessing Residual Diagnostics with the Lineup Protocol

Exploring local explanations of nonlinear models using animated linear projections

A Tidy Framework and Infrastructure to Systematically Assemble Spatio-temporal Indexes from Multivariate Data

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

Interactive graphics for visually diagnosing forest classifiers in R

New and simplified manual controls for projection and slice tours, with application to exploring classification boundaries in high dimensions

Index construction: a pipeline approach for transparency and diagnostics

A Hexagon Tile Map Algorithm for Displaying Spatial Data.

Dianne Cook Information

University

Position

Professor of Business Analytics

Citations(all)

6641

Citations(since 2020)

2034

Cited By

5295

hIndex(all)

42

hIndex(since 2020)

26

i10Index(all)

97

i10Index(since 2020)

50

Email

University Profile Page

Monash University

Google Scholar

View Google Scholar Profile

Dianne Cook Skills & Research Interests

statistical graphics

data science

multivariate data

Top articles of Dianne Cook

Title

Journal

Author(s)

Publication Date

A Plot is Worth a Thousand Tests: Assessing Residual Diagnostics with the Lineup Protocol

Journal of Computational and Graphical Statistics

Weihao Li

Dianne Cook

Emi Tanaka

Susan VanderPlas

2024/4/16

Exploring local explanations of nonlinear models using animated linear projections

Computational Statistics

Nicholas Spyrison

Dianne Cook

Przemyslaw Biecek

2024/1/31

A Tidy Framework and Infrastructure to Systematically Assemble Spatio-temporal Indexes from Multivariate Data

arXiv preprint arXiv:2401.05812

H Sherry Zhang

Dianne Cook

Ursula Laa

Nicolas Langrené

Patricia Menéndez

2024/1/11

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

arXiv preprint arXiv:2308.10505

Weihao Li

Emily Dodwell

Dianne Cook

2023/8/21

Interactive graphics for visually diagnosing forest classifiers in R

Computational Statistics

Natalia da Silva

Dianne Cook

Eun-Kyung Lee

2023/1/12

New and simplified manual controls for projection and slice tours, with application to exploring classification boundaries in high dimensions

Journal of Computational and Graphical Statistics

Ursula Laa

Alex Aumann

Dianne Cook

German Valencia

2023/7/3

Index construction: a pipeline approach for transparency and diagnostics

EGU General Assembly Conference Abstracts

H Sherry Zhang

Dianne Cook

Patricia Menendez

Ursula Laa

Nicolas Langrene

2023/5

A Hexagon Tile Map Algorithm for Displaying Spatial Data.

R Journal

Stephanie Kobakian

Dianne Cook

Earl Duncan

2023/3/1

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

Journal of Computational and Graphical Statistics

Przemyslaw Biecek

Hubert Baniecki

Mateusz Krzyzinski

Dianne Cook

2024/4/12

Frame to frame interpolation for high-dimensional data visualisation using the woylier package

arXiv preprint arXiv:2311.08181

Zoljargal Batsaikhan

Dianne Cook

Ursula Laa

2023/11/14

Visualizing probability distributions across bivariate cyclic temporal granularities

Journal of Computational and Graphical Statistics

Sayani Gupta

Rob J Hyndman

Dianne Cook

Antony Unwin

2022/1/2

The state‐of‐the‐art on tours for dynamic visualization of high‐dimensional data

Stuart Lee

Dianne Cook

Natalia da Silva

Ursula Laa

Nicholas Spyrison

...

2022/7

Casting multiple shadows: interactive data visualisation with tours and embeddings

Journal of Data Science, Statistics, and Visualisation

Stuart Lee

Ursula Laa

Dianne Cook

2022/5/30

A study on a user-controlled radial tour for variable importance in high-dimensional data

arXiv preprint arXiv:2301.00077

Nicholas Spyrison

Dianne Cook

Kim Marriott

2022/12/31

cubble: An R Package for Organizing and Wrangling Multivariate Spatio-temporal Data

arXiv preprint arXiv:2205.00259

H Sherry Zhang

Dianne Cook

Ursula Laa

Nicolas Langrené

Patricia Menéndez

2022/5

A Journey from Wild to Textbook Data to Reproducibly Refresh the Wages Data from the National Longitudinal Survey of Youth Database

Journal of Statistics and Data Science Education

Dewi Amaliah

Dianne Cook

Emi Tanaka

Kate Hyde

Nicholas Tierney

2022/11/18

Wrangling multivariate spatio-temporal data with the R package cubble

arXiv preprint arXiv:2205.00259

H Sherry Zhang

Dianne Cook

Ursula Laa

Nicolas Langrené

Patricia Menéndez

2022/4/30

Commentary on “Visualization in Operations Management Research”: Incorporating Statistical Thinking into Visualization Practices for Decision Making in Operational Management

INFORMS Journal on Data Science

Emi Tanaka

Jessica Wai Yin Leung

Dianne Cook

2022/10

Burning sage: Reversing the curse of dimensionality in the visualization of high-dimensional data

Journal of Computational and Graphical Statistics

Ursula Laa

Dianne Cook

Stuart Lee

2022/1/2

Hole or grain? a section pursuit index for finding hidden structure in multiple dimensions

Journal of Computational and Graphical Statistics

Ursula Laa

Dianne Cook

Andreas Buja

German Valencia

2022/7/3

See List of Professors in Dianne Cook University(Monash University)

Co-Authors

H-index: 115
Thomas Lumley

Thomas Lumley

University of Auckland

H-index: 80
Noel Cressie

Noel Cressie

University of Wollongong

H-index: 79
Rob J Hyndman

Rob J Hyndman

Monash University

H-index: 53
Eve Wurtele

Eve Wurtele

Iowa State University

H-index: 52
German Valencia

German Valencia

Monash University

H-index: 50
Andreas Buja

Andreas Buja

University of Pennsylvania

academic-engine