human centered model explanations

Summary

Human-centered design is an approach to interactive systems development that focuses on users, their needs and requirements, and applies human factors/ergonomics and usability knowledge and techniques. 1 User studies for model explanations have been conducted to measure characteristics such as trust, understanding, fairness, usability, and human-AI team performance. 2 Human-centered design is a creative approach to problem solving that starts with the people being designed for and ends with solutions tailored to their needs. 3 It is based on a philosophy that empowers an individual or team to design products, services, systems, and experiences that address the core needs of those who experience a problem. 4

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After identifying and thoroughly analyzing 85 core papers with human -based XAI evaluations over the past five years, we categorize them along the measured characteristics of explanatory methods, namely trust, understanding,…
Towards Human-centered Explainable AI: User Studies for Model Explanations
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Summary Human-centered design is an approach to interactive systems development that aims to make systems usable and useful by focusing on the users, their needs and requirements, and by applying human factors/ergonomics, and usability knowledge and techniques.
Human-centered design - Wikipedia
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Summary This paper explores how HCI and AI researchers conduct user studies in XAI applications based on a systematic literature review. After identifying and thoroughly analyzing 85 core papers with human-based XAI evaluations over the past five years, we categorize them along the measured characteristics of explanatory methods, such as trust, understanding, fairness, usability, and human-AI team performance. Based on a comprehensive discussion of best practices, i.e., common models, design choices, and measures in user studies, we propose practical guidelines on designing and conducting user studies for XAI researchers and practitioners, and highlight several open research directions, particularly linking psychological science and human-centered XAI.
Towards Human-centered Explainable AI: User Studies for Model Explanations
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Summary Human-centered design is a creative approach to problem solving and the backbone of our work at IDEO.org. It’s a process that starts with the people you’re designing for and ends with new solutions that are tailor made to suit their needs.
Design Kit
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Summary Also known as Human-Centered Design, it is based on a philosophy that empowers an individual or team to design products, services, systems, and experiences that address the core needs of those who experience a problem.
What Is Human-Centered Design?. Design thinking is a process, mindset… | by DC Design | DC DESIGN | Medium
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Rapid prototyping accelerates the process for testing assumptions and iterating new product, program or delivery models. It removes risk and increases ...
WHAT IS HUMAN-CENTERED DESIGN? - Dalberg
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User-centered design or user-driven development (UDD) is a framework of process (not restricted to interfaces or technologies) in which usability goals, user characteristics, environment, tasks and workflow of a product, service or process are given extensive attention at each stage of the design process. These tests are conducted with/without actual users during each stage of the process from requirements, pre-production models and post production, completing a circle of proof back to and ensuring that "development proceeds with the user as the center of focus."[1][2] Such testing[3] is necessary as it is often very difficult for the designers of a product to understand intuitively the first-time users of their design experiences, and what each user's learning curve may look like. User-centered design is based on the understanding of a user, their demands, priorities and experiences and when used, is known to lead to an increased product usefulness and usability as it delivers satisfaction to the user.[4]
User-centered design - Wikipedia
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Design thinking is an approach to creative problem solving. It is a human-centered approach to innovation that will transform the way you develop products, ...
Design Thinking – IDEO U
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Empathy is crucial to problem solving and a human-centered design process as it allows design thinkers to set aside their own assumptions about the world and ...
What is Design Thinking? | IxDF
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There is a reason that design thinking is often referred to as human-centered design.
Design thinking, explained | MIT Sloan
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What’s the difference between _human-centered design_ and _design thinking_? ... What’s the difference between human-centered design and design thinking ?
Design Thinking Frequently Asked Questions… | IDEO | Design Thinking
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