Document detail
ID

oai:arXiv.org:2404.02147

Topic
Computer Science - Human-Computer ...
Author
Hoque, Md Naimul Shin, Sungbok Elmqvist, Niklas
Category

Computer Science

Year

2024

listing date

11/6/2024

Keywords
hcai visualization ai
Metrics

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.

Hoque, Md Naimul,Shin, Sungbok,Elmqvist, Niklas, 2024, Visualization for Human-Centered AI Tools

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