research-article

From Data Analysis and Visualization to Causality Discovery

Authors:

Min Chen,

Anne Trefethen,

Rene Banares-Alcantara,

Marina Jirotka,

Bob Coecke,

Thomas Ertl,

Albrecht SchmidtAuthors Info & Claims

Computer, Volume 44, Issue 10

Pages 84 - 87

https://doi.org/10.1109/MC.2011.313

Published: 01 October 2011 Publication History

Abstract

As data becomes invisible, emerging technologies can help human analysts and decision makers understand, model, and visualize causal relationships.

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Teng XAhn YLin Y(2024)V: Visual Aids for Identifying and Interpreting Spurious Associations in Data-Driven DecisionsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332658730:1(219-229)Online publication date: 1-Jan-2024
https://dl.acm.org/doi/10.1109/TVCG.2023.3326587
Wang JMueller K(2023)DOMINO: Visual Causal Reasoning With Time-Dependent PhenomenaIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2022.320792929:12(5342-5356)Online publication date: 1-Dec-2023
https://dl.acm.org/doi/10.1109/TVCG.2022.3207929
Kaul SBorland DCao NGotz D(2022)Improving Visualization Interpretation Using CounterfactualsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2021.311477928:1(998-1008)Online publication date: 1-Jan-2022
https://dl.acm.org/doi/10.1109/TVCG.2021.3114779
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Published In

Computer Volume 44, Issue 10

October 2011

83 pages

ISSN:0018-9162

Issue’s Table of Contents

Publisher

IEEE Computer Society Press

Washington, DC, United States

Publication History

Published: 01 October 2011

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Teng XAhn YLin Y(2024)V: Visual Aids for Identifying and Interpreting Spurious Associations in Data-Driven DecisionsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332658730:1(219-229)Online publication date: 1-Jan-2024
https://dl.acm.org/doi/10.1109/TVCG.2023.3326587
Wang JMueller K(2023)DOMINO: Visual Causal Reasoning With Time-Dependent PhenomenaIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2022.320792929:12(5342-5356)Online publication date: 1-Dec-2023
https://dl.acm.org/doi/10.1109/TVCG.2022.3207929
Kaul SBorland DCao NGotz D(2022)Improving Visualization Interpretation Using CounterfactualsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2021.311477928:1(998-1008)Online publication date: 1-Jan-2022
https://dl.acm.org/doi/10.1109/TVCG.2021.3114779
Guo YGuo SJin ZKaul SGotz DCao N(2022)Survey on Visual Analysis of Event Sequence DataIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2021.310041328:12(5091-5112)Online publication date: 1-Dec-2022
https://dl.acm.org/doi/10.1109/TVCG.2021.3100413
Kapler TGray DVasquez HWright W(2022)Causeworks: a Mixed Initiative Framework for Causal ModelingSN Computer Science10.1007/s42979-022-01452-y4:1Online publication date: 13-Dec-2022
https://dl.acm.org/doi/10.1007/s42979-022-01452-y
Bae JHelldin TRiveiro M(2017)Understanding Indirect Causal Relationships in Node-Link GraphsComputer Graphics Forum10.1111/cgf.1319836:3(411-421)Online publication date: 1-Jun-2017
https://dl.acm.org/doi/10.1111/cgf.13198

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Ubiquitous Computing: Are We There Yet?

DESIGNING HUMAN-CENTRED UBIQUITOUS COMPUTING

Distributed and disappearing user interfaces in ubiquitous computing

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