Artificial intelligence in healthcare : second International Conference, AIiH 2025, Cambridge, UK, September 8-10, 2025, Proceedings. Part I. International Conference on Artificial Intelligence in Healthcare (2nd : 2025 : Cambridge, Eng...最新文献

筛选

英文中文

Beyond Accuracy: Enhancing Parkinson's Diagnosis with Uncertainty Quantification of Machine Learning Models. 超越准确性：用机器学习模型的不确定性量化增强帕金森病的诊断。

Artificial intelligence in healthcare : second International Conference, AIiH 2025, Cambridge, UK, September 8-10, 2025, Proceedings. Part I. International Conference on Artificial Intelligence in Healthcare (2nd : 2025 : Cambridge, Eng... Pub Date : 2026-01-01 Epub Date: 2025-08-20 DOI: 10.1007/978-3-032-00652-3_3

Asif Azad, Md Saiful Islam, Ehsan Hoque, M Saifur Rahman

{"title":"Beyond Accuracy: Enhancing Parkinson's Diagnosis with Uncertainty Quantification of Machine Learning Models.","authors":"Asif Azad, Md Saiful Islam, Ehsan Hoque, M Saifur Rahman","doi":"10.1007/978-3-032-00652-3_3","DOIUrl":"10.1007/978-3-032-00652-3_3","url":null,"abstract":"<p><p>As deep learning and machine learning architectures have demonstrated considerable promise in clinical diagnosis, establishing their reliability has become imperative for responsible medical implementations. This research examines uncertainty estimation techniques to improve model reliability in Parkinson's disease detection. We assess Monte Carlo Dropout, Deep Evidential Classification, and Bayesian Neural Networks across three datasets representing finger tapping, facial expressions, and vocal patterns. Findings indicate that Deep Evidential Classification performs poorly in both diagnostic accuracy and uncertainty assessment, whereas Monte Carlo Dropout and Bayesian Neural Networks exhibit enhanced dependability. Integrating uncertainty estimation enables identification of ambiguous predictions, minimizing diagnostic errors and promoting secure AI adoption in medicine. Complete code and technical specifications are accessible through the official public github repository https://github.com/BRAINIAC2677/UQ4PD-ML.</p>","PeriodicalId":521164,"journal":{"name":"Artificial intelligence in healthcare : second International Conference, AIiH 2025, Cambridge, UK, September 8-10, 2025, Proceedings. Part I. International Conference on Artificial Intelligence in Healthcare (2nd : 2025 : Cambridge, Eng...","volume":"16038 ","pages":"33-46"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12718125/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145807273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0