User‐Centered Evaluation of Explainable Artificial Intelligence (XAI): A Systematic Literature Review

N Al-Ansari, D Al-Thani… - Human Behavior and …, 2024 - Wiley Online Library
Researchers have developed a variety of approaches to evaluate explainable artificial
intelligence (XAI) systems using human–computer interaction (HCI) user‐centered …

[HTML][HTML] Explanatory artificial intelligence (YAI): human-centered explanations of explainable AI and complex data

F Sovrano, F Vitali - Data Mining and Knowledge Discovery, 2024 - Springer
In this paper we introduce a new class of software tools engaged in delivering successful
explanations of complex processes on top of basic Explainable AI (XAI) software systems …

An objective metric for Explainable AI: How and why to estimate the degree of explainability

F Sovrano, F Vitali - Knowledge-Based Systems, 2023 - Elsevier
This paper presents a new method for objectively measuring the explainability of textual
information, such as the outputs of Explainable AI (XAI). We introduce a metric called …

[HTML][HTML] Recent Applications of Explainable AI (XAI): A Systematic Literature Review

M Saarela, V Podgorelec - Applied Sciences, 2024 - mdpi.com
This systematic literature review employs the Preferred Reporting Items for Systematic
Reviews and Meta-Analyses (PRISMA) methodology to investigate recent applications of …

How to quantify the degree of explainability: experiments and practical implications

F Sovrano, F Vitali - … Conference on Fuzzy Systems (FUZZ-IEEE …, 2022 - ieeexplore.ieee.org
Explainable AI was born as a pathway to allow humans to explore and understand the inner
working of complex systems. Though, establishing what is an explanation and objectively …

[HTML][HTML] Towards interactive explanation-based nutrition virtual coaching systems

B Buzcu, M Tessa, I Tchappi, A Najjar, J Hulstijn… - Autonomous Agents and …, 2024 - Springer
The awareness about healthy lifestyles is increasing, opening to personalized intelligent
health coaching applications. A demand for more than mere suggestions and mechanistic …

Toward eliminating hallucinations: Gpt-based explanatory ai for intelligent textbooks and documentation

F Sovrano, K Ashley, A Bacchelli - CEUR Workshop Proceedings, 2023 - zora.uzh.ch
Traditional explanatory resources, such as user manuals and textbooks, often contain
content that may not cater to the diverse backgrounds and information needs of users. Yet …

On the explainability of financial robo-advice systems

G Vilone, F Sovrano, M Lognoul - World Conference on Explainable …, 2024 - Springer
Significant investment and development have been made in integrating artificial intelligence
(AI) into finance applications. However, the opacity of AI systems raises concerns about …

[HTML][HTML] How to improve the explanatory power of an intelligent textbook: a case study in legal writing

F Sovrano, K Ashley, PL Brusilovsky, F Vitali - International Journal of …, 2024 - Springer
Explanatory processes are at the core of scientific investigation, legal reasoning, and
education. However, effectively explaining complex or large amounts of information, such as …

[HTML][HTML] Quantifying decision support level of explainable automatic classification of diagnoses in Spanish medical records

N Lebeña, A Pérez, A Casillas - Computers in Biology and Medicine, 2024 - Elsevier
Abstract Background and Objective: In the realm of automatic Electronic Health Records
(EHR) classification according to the International Classification of Diseases (ICD) there is a …