Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3204051
Abstract: This survey presents a comprehensive review of current literature on Explainable Artificial Intelligence (XAI) methods for cyber security applications. Due to the rapid development of Internet-connected systems and Artificial Intelligence in recent years, Artificial Intelligence… read more here.
Keywords: applications cyber; xai; artificial intelligence; security ... See more keywords
Explainable Artificial Intelligence in CyberSecurity: A Survey
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3204171
Abstract: Nowadays, Artificial Intelligence (AI) is widely applied in every area of human being’s daily life. Despite the AI benefits, its application suffers from the opacity of complex internal mechanisms and doesn’t satisfy by design the… read more here.
Keywords: explainable artificial; application; xai; artificial intelligence ... See more keywords
Explainable Artificial Intelligence for Patient Safety: A Review of Application in Pharmacovigilance
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3271635
Abstract: Explainable AI (XAI) is a methodology that complements the black box of artificial intelligence, and its necessity has recently been highlighted in various fields. The purpose of this research is to identify studies in the… read more here.
Keywords: xai; patient safety; artificial intelligence; pharmacovigilance ... See more keywords
eXplainable AI Allows Predicting Upper Limb Rehabilitation Outcomes in Sub-Acute Stroke Patients
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2022.3220179
Abstract: While stroke is one of the leading causes of disability, the prediction of upper limb (UL) functional recovery following rehabilitation is still unsatisfactory, hampered by the clinical complexity of post-stroke impairment. Predictive models leading to… read more here.
Keywords: xai; sub acute; rehabilitation; upper limb ... See more keywords
TRUST XAI: Model-Agnostic Explanations for AI With a Case Study on IIoT Security
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3122019
Abstract: Despite artificial intelligence (AI)’s significant growth, its “black box” nature creates challenges in generating adequate trust. Thus, it is seldom utilized as a standalone unit in IoT high-risk applications, such as critical industrial infrastructures, medical… read more here.
Keywords: xai; model agnostic; trust; trust xai ... See more keywords
Measuring Explainability and Trustworthiness of Power Quality Disturbances Classifiers Using XAI—Explainable Artificial Intelligence
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2021.3126111
Abstract: Advanced machine learning techniques have recently demonstrated outstanding performance when applied to power quality disturbance (PQD) classification. Nevertheless, a possible problem is that power experts may find it hard to trust the results of such… read more here.
Keywords: explainable artificial; xai; power; power quality ... See more keywords
Charting the Sociotechnical Gap in Explainable AI: A Framework to Address the Gap in XAI
Sign Up to like & getrecommendations! Published in 2023 at "Proceedings of the ACM on Human-Computer Interaction"
DOI: 10.1145/3579467
Abstract: Explainable AI (XAI) systems are sociotechnical in nature; thus, they are subject to the sociotechnical gap-divide between the technical affordances and the social needs. However, charting this gap is challenging. In the context of XAI,… read more here.
Keywords: xai; charting sociotechnical; address gap; framework ... See more keywords
The Clinical Value of Explainable Deep Learning for Diagnosing Fungal Keratitis Using in vivo Confocal Microscopy Images
Sign Up to like & getrecommendations! Published in 2021 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2021.797616
Abstract: Background: Artificial intelligence (AI) has great potential to detect fungal keratitis using in vivo confocal microscopy images, but its clinical value remains unclarified. A major limitation of its clinical utility is the lack of explainability… read more here.
Keywords: xai; microscopy; keratitis using; assistance ... See more keywords
Explainable artificial intelligence (XAI) in radiology and nuclear medicine: a literature review
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2023.1180773
Abstract: Rational Deep learning (DL) has demonstrated a remarkable performance in diagnostic imaging for various diseases and modalities and therefore has a high potential to be used as a clinical tool. However, current practice shows low… read more here.
Keywords: explainable artificial; radiology; xai methods; xai ... See more keywords
Toward explainable AI-empowered cognitive health assessment
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Public Health"
DOI: 10.3389/fpubh.2023.1024195
Abstract: Explainable artificial intelligence (XAI) is of paramount importance to various domains, including healthcare, fitness, skill assessment, and personal assistants, to understand and explain the decision-making process of the artificial intelligence (AI) model. Smart homes embedded… read more here.
Keywords: xai; key features; health; xai har ... See more keywords
Social Media Hate Speech Detection Using Explainable Artificial Intelligence (XAI)
Sign Up to like & getrecommendations! Published in 2022 at "Algorithms"
DOI: 10.3390/a15080291
Abstract: Explainable artificial intelligence (XAI) characteristics have flexible and multifaceted potential in hate speech detection by deep learning models. Interpreting and explaining decisions made by complex artificial intelligence (AI) models to understand the decision-making process of… read more here.
Keywords: speech detection; artificial intelligence; xai; hate speech ... See more keywords