Paving the Roadmap for XAI and IML in Healthcare: Data-Driven Discoveries and the FIXAIH Framework
Artificial intelligence is revolutionizing healthcare. However, its adoption is hindered by the technical-proficiency gap, the disconnect between AI complexity and clinical interpretability. Although Explainable AI (XAI) and Interpretable Machine Learning (IML) techniques aim to address this gap, fr...
| 出版年: | IEEE Access |
|---|---|
| 主要な著者: | Shatha Alghamdi, Rashid Mehmood, Fahad A. Alqurashi, Ali Alzahrani |
| フォーマット: | 論文 |
| 言語: | 英語 |
| 出版事項: |
IEEE
2025-01-01
|
| 主題: | |
| オンライン・アクセス: | https://ieeexplore.ieee.org/document/11185869/ |
類似資料
Fundamental considerations for the use of explainable AI in law enforcement
著者:: Maximilian Zocholl, 等
出版事項: (2025-10-01)
著者:: Maximilian Zocholl, 等
出版事項: (2025-10-01)
Classifying XAI Methods to Resolve Conceptual Ambiguity
著者:: Lynda Dib, 等
出版事項: (2025-09-01)
著者:: Lynda Dib, 等
出版事項: (2025-09-01)
An Overview of the Empirical Evaluation of Explainable AI (XAI): A Comprehensive Guideline for User-Centered Evaluation in XAI
著者:: Sidra Naveed, 等
出版事項: (2024-12-01)
著者:: Sidra Naveed, 等
出版事項: (2024-12-01)
Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability
著者:: Khaleque Insia, 等
出版事項: (2023-12-01)
著者:: Khaleque Insia, 等
出版事項: (2023-12-01)
Understanding the Behavior of Gas Sensors Using Explainable AI
著者:: Sanghamitra Chakraborty, 等
出版事項: (2022-11-01)
著者:: Sanghamitra Chakraborty, 等
出版事項: (2022-11-01)
IML-Net: A Framework for Cross-View Geo-Localization with Multi-Domain Remote Sensing Data
著者:: Yiming Yan, 等
出版事項: (2024-03-01)
著者:: Yiming Yan, 等
出版事項: (2024-03-01)
A Review of Trustworthy and Explainable Artificial Intelligence (XAI)
著者:: Vinay Chamola, 等
出版事項: (2023-01-01)
著者:: Vinay Chamola, 等
出版事項: (2023-01-01)
Exploration and practice of human-machine trustworthy mechanism in XAI
著者:: LUO Zhongyan, 等
出版事項: (2025-01-01)
著者:: LUO Zhongyan, 等
出版事項: (2025-01-01)
Exploration and practice of human-machine trustworthy mechanism in XAI
著者:: LUO Zhongyan, 等
出版事項: (2025-07-01)
著者:: LUO Zhongyan, 等
出版事項: (2025-07-01)
Unboxing the Black Box of Attention Mechanisms in Remote Sensing Big Data Using XAI
著者:: Erfan Hasanpour Zaryabi, 等
出版事項: (2022-12-01)
著者:: Erfan Hasanpour Zaryabi, 等
出版事項: (2022-12-01)
Artificial Intelligence for Predictive Maintenance Applications: Key Components, Trustworthiness, and Future Trends
著者:: Aysegul Ucar, 等
出版事項: (2024-01-01)
著者:: Aysegul Ucar, 等
出版事項: (2024-01-01)
A novel XAI framework for explainable AI-ECG using generative counterfactual XAI (GCX)
著者:: Jong-Hwan Jang, 等
出版事項: (2025-07-01)
著者:: Jong-Hwan Jang, 等
出版事項: (2025-07-01)
More than just a heatmap: elevating XAI with rigorous evaluation metrics
著者:: Dost Muhammad, 等
出版事項: (2025-10-01)
著者:: Dost Muhammad, 等
出版事項: (2025-10-01)
COMPARATIVE STUDY OF XAI USING FORMAL CONCEPT LATTICE AND LIME
著者:: Bhaskaran Venkatsubramaniam, 等
出版事項: (2022-10-01)
著者:: Bhaskaran Venkatsubramaniam, 等
出版事項: (2022-10-01)
Exploration and practice of XAI architecture
著者:: Zhengxun XIA, 等
出版事項: (2024-01-01)
著者:: Zhengxun XIA, 等
出版事項: (2024-01-01)
Explainable Artificial Intelligence (XAI): Concepts and Challenges in Healthcare
著者:: Tim Hulsen
出版事項: (2023-08-01)
著者:: Tim Hulsen
出版事項: (2023-08-01)
Incorporation of XAI and Deep Learning in Biomedical Imaging: A Review
著者:: Sushil K. Singh, 等
出版事項: (2025-02-01)
著者:: Sushil K. Singh, 等
出版事項: (2025-02-01)
Affective Design Analysis of Explainable Artificial Intelligence (XAI): A User-Centric Perspective
著者:: Ezekiel Bernardo, 等
出版事項: (2023-03-01)
著者:: Ezekiel Bernardo, 等
出版事項: (2023-03-01)
Exploring the Unseen: A Survey of Multi-Sensor Fusion and the Role of Explainable AI (XAI) in Autonomous Vehicles
著者:: De Jong Yeong, 等
出版事項: (2025-01-01)
著者:: De Jong Yeong, 等
出版事項: (2025-01-01)
Effectiveness of Explainable Artificial Intelligence (XAI) Techniques for Improving Human Trust in Machine Learning Models: A Systematic Literature Review
著者:: In-On Wiratsin, 等
出版事項: (2025-01-01)
著者:: In-On Wiratsin, 等
出版事項: (2025-01-01)
Interpretable Machine Learning Techniques in ECG-Based Heart Disease Classification: A Systematic Review
著者:: Yehualashet Megersa Ayano, 等
出版事項: (2022-12-01)
著者:: Yehualashet Megersa Ayano, 等
出版事項: (2022-12-01)
Explainable AI chatbots towards XAI ChatGPT: A review
著者:: Attila Kovari
出版事項: (2025-01-01)
著者:: Attila Kovari
出版事項: (2025-01-01)
A Survey on Medical Explainable AI (XAI): Recent Progress, Explainability Approach, Human Interaction and Scoring System
著者:: Ruey-Kai Sheu, 等
出版事項: (2022-10-01)
著者:: Ruey-Kai Sheu, 等
出版事項: (2022-10-01)
Explaining deep neural network models for electricity price forecasting with XAI
著者:: Antoine Pesenti, 等
出版事項: (2025-09-01)
著者:: Antoine Pesenti, 等
出版事項: (2025-09-01)
A Systematic Literature Review of the Latest Advancements in XAI
著者:: Zaid M. Altukhi, 等
出版事項: (2025-03-01)
著者:: Zaid M. Altukhi, 等
出版事項: (2025-03-01)
Explainable AI Evaluation: A Top-Down Approach for Selecting Optimal Explanations for Black Box Models
著者:: SeyedehRoksana Mirzaei, 等
出版事項: (2023-12-01)
著者:: SeyedehRoksana Mirzaei, 等
出版事項: (2023-12-01)
Explainable AI (XAI) in image segmentation in medicine, industry, and beyond: A survey
著者:: Rokas Gipiškis, 等
出版事項: (2024-12-01)
著者:: Rokas Gipiškis, 等
出版事項: (2024-12-01)
Explainable Artificial Intelligence (XAI) for Flood Susceptibility Assessment in Seoul: Leveraging Evolutionary and Bayesian AutoML Optimization
著者:: Kounghoon Nam, 等
出版事項: (2025-06-01)
著者:: Kounghoon Nam, 等
出版事項: (2025-06-01)
Using Explainable Artificial Intelligence (XAI) to Predict the Influence of Weather on the Thermal Soaring Capabilities of Sailplanes for Smart City Applications
著者:: Maren Schnieder
出版事項: (2024-01-01)
著者:: Maren Schnieder
出版事項: (2024-01-01)
Editorial: Explainable artificial intelligence
著者:: Chathurika S. Wickramasinghe, 等
出版事項: (2023-10-01)
著者:: Chathurika S. Wickramasinghe, 等
出版事項: (2023-10-01)
Benchmarking the influence of pre-training on explanation performance in MR image classification
著者:: Marta Oliveira, 等
出版事項: (2024-02-01)
著者:: Marta Oliveira, 等
出版事項: (2024-02-01)
Explainable AI: A Review of Machine Learning Interpretability Methods
著者:: Pantelis Linardatos, 等
出版事項: (2020-12-01)
著者:: Pantelis Linardatos, 等
出版事項: (2020-12-01)
A Comprehensive Review of Explainable Artificial Intelligence (XAI) in Computer Vision
著者:: Zhihan Cheng, 等
出版事項: (2025-07-01)
著者:: Zhihan Cheng, 等
出版事項: (2025-07-01)
Review of eXplainable artificial intelligence for cybersecurity systems
著者:: Stéphane Reynaud, 等
出版事項: (2025-05-01)
著者:: Stéphane Reynaud, 等
出版事項: (2025-05-01)
Exploring the Landscape of Explainable Artificial Intelligence (XAI): A Systematic Review of Techniques and Applications
著者:: Sayda Umma Hamida, 等
出版事項: (2024-10-01)
著者:: Sayda Umma Hamida, 等
出版事項: (2024-10-01)
A Dimension Splitting-Interpolating Moving Least Squares (DS-IMLS) Method with Nonsingular Weight Functions
著者:: Jufeng Wang, 等
出版事項: (2021-09-01)
著者:: Jufeng Wang, 等
出版事項: (2021-09-01)
The clinical significance of CTC enrichment by GPC3-IML and its genetic analysis in hepatocellular carcinoma
著者:: Bin Yi, 等
出版事項: (2021-03-01)
著者:: Bin Yi, 等
出版事項: (2021-03-01)
Distributional Prototypical Methods for Reliable Explanation Space Construction
著者:: Hyungjun Joo, 等
出版事項: (2023-01-01)
著者:: Hyungjun Joo, 等
出版事項: (2023-01-01)
Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting
著者:: Federico Cabitza, 等
出版事項: (2023-03-01)
著者:: Federico Cabitza, 等
出版事項: (2023-03-01)
Building XAI-Based Agents for IoT Systems
著者:: Algirdas Dobrovolskis, 等
出版事項: (2023-03-01)
著者:: Algirdas Dobrovolskis, 等
出版事項: (2023-03-01)
類似資料
-
Fundamental considerations for the use of explainable AI in law enforcement
著者:: Maximilian Zocholl, 等
出版事項: (2025-10-01) -
Classifying XAI Methods to Resolve Conceptual Ambiguity
著者:: Lynda Dib, 等
出版事項: (2025-09-01) -
An Overview of the Empirical Evaluation of Explainable AI (XAI): A Comprehensive Guideline for User-Centered Evaluation in XAI
著者:: Sidra Naveed, 等
出版事項: (2024-12-01) -
Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability
著者:: Khaleque Insia, 等
出版事項: (2023-12-01) -
Understanding the Behavior of Gas Sensors Using Explainable AI
著者:: Sanghamitra Chakraborty, 等
出版事項: (2022-11-01)
