Visualization for Human-Centered AI Tools

Md Naimul Hoque; Sungbok Shin; Niklas Elmqvist

doi:10.48550/arxiv.2404.02147

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Visualization for Human-Centered AI Tools

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Open access

Visualization for Human-Centered AI Tools

Md Naimul Hoque, Sungbok Shin and Niklas Elmqvist

ArXiv.org

Cornell University

04/02/2024

DOI: 10.48550/arxiv.2404.02147

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https://doi.org/10.48550/arXiv.2404.02147View

Preprint (Author's original)This preprint has not been evaluated by subject experts through peer review. Preprints may undergo extensive changes and/or become peer-reviewed journal articles. Open Access

Abstract

Human-centered AI (HCAI) puts the user in the driver's seat of so-called human-centered AI-infused tools (HCAI tools): interactive software tools that amplify, augment, empower, and enhance human performance using AI models. We discuss how interactive visualization can be a key enabling technology for creating such human-centered AI tools. To validate our approach, we first interviewed HCI, AI, and Visualization experts to define the characteristics of HCAI tools. We then present several examples of HCAI tools using visualization and use the examples to extract guidelines on how interactive visualization can support future HCAI tools.

Computer Science - Human-Computer Interaction

Details

Title: Subtitle: Visualization for Human-Centered AI Tools
Creators: Md Naimul Hoque
Sungbok Shin
Niklas Elmqvist
Resource Type: Preprint
Publication Details: ArXiv.org
DOI: 10.48550/arxiv.2404.02147
ISSN: 2331-8422
Publisher: Cornell University
Language: English
Date posted: 04/02/2024
Academic Unit: Computer Science
Record Identifier: 9984787248502771

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