Towards Transparent Deep Learning in Medicine: Feature Contribution and Attention Mechanism-Based Explainability.

Niall Higgins https://orcid.org/0000-0002-3260-1711 https://www.wikidata.org/entity/Q84290485

Thanveer Shaik Xiaohui Tao 0001 Haoran Xie 0001 Lin Li 0001 Niall Higgins Juan D. Velásquez 0001 Towards Transparent Deep Learning in Medicine: Feature Contribution and Attention Mechanism-Based Explainability. 209-229 2025 June 5 Hum. Centric Intell. Syst. 2 https://doi.org/10.1007/s44230-025-00104-7 db/journals/hcisys/hcisys5.html#ShaikTXLHV25 streams/journals/hcisys

Thanveer Shaik Xiaohui Tao 0001 Lin Li 0001 Niall Higgins Raj Gururajan Xujuan Zhou Jianming Yong Clustered FedStack: Intermediate Global Models with Bayesian Information Criterion. 121-127 2024 January 177 Pattern Recognit. Lett. https://doi.org/10.1016/j.patrec.2023.12.004 db/journals/prl/prl177.html#ShaikTLHGZY24

Abinaya Gopalakrishnan Raj Gururajan Xujuan Zhou Revathi Venkataraman Ka Ching Chan Niall Higgins A survey of autonomous monitoring systems in mental health. 2024 14 WIREs Data. Mining. Knowl. Discov. 3 https://doi.org/10.1002/widm.1527 https://www.wikidata.org/entity/Q129269855 db/journals/widm/widm14.html#GopalakrishnanGZVCH24 streams/journals/widm

Abinaya Gopalakrishnan Xujuan Zhou Revathi Venkataraman Raj Gururajan Ka Ching Chan Guohun Zhu Niall Higgins A Combined Sentiment Analysis of Twitter for Identifying Users with Depression. 1-8 2024 BESC https://doi.org/10.1109/BESC64747.2024.10780637 conf/besc/2024 db/conf/besc/besc2024.html#GopalakrishnanZ24

Rajib Rana Niall Higgins Kazi Nazmul Haque John Reilly Kylie Burke Kathryn Turner Terry Stedman Feasibility of Mental Health Triage Call Priority Prediction Using Machine Learning. 2024 abs/2412.00057 CoRR https://doi.org/10.48550/arXiv.2412.00057 db/journals/corr/corr2412.html#abs-2412-00057 streams/journals/corr

Elias Hossain Rajib Rana Niall Higgins Jeffrey Soar Prabal Datta Barua Anthony R. Pisani Kathryn Turner Natural Language Processing in Electronic Health Records in relation to healthcare decision-making: A systematic review. 106649 2023 March 155 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2023.106649 db/journals/cbm/cbm155.html#HossainRHSBPT23

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Lin Li 0001 Raj Gururajan Xujuan Zhou U. Rajendra Acharya Remote patient monitoring using artificial intelligence: Current state, applications, and challenges. 2023 March/April 13 WIREs Data. Mining. Knowl. Discov. 2 https://doi.org/10.1002/widm.1485 db/journals/widm/widm13.html#ShaikTHLGZA23

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Haoran Xie 0001 Raj Gururajan Xujuan Zhou AI enabled RPM for Mental Health Facility. 2023 abs/2301.08828 CoRR https://doi.org/10.48550/arXiv.2301.08828 db/journals/corr/corr2301.html#abs-2301-08828

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Lin Li 0001 Raj Gururajan Xujuan Zhou U. Rajendra Acharya Remote patient monitoring using artificial intelligence: Current state, applications, and challenges. 2023 abs/2301.10009 CoRR https://doi.org/10.48550/arXiv.2301.10009 db/journals/corr/corr2301.html#abs-2301-10009

Elias Hossain Rajib Rana Niall Higgins Jeffrey Soar Prabal Datta Barua Anthony R. Pisani Kathryn Turner Natural Language Processing in Electronic Health Records in Relation to Healthcare Decision-making: A Systematic Review. 2023 abs/2306.12834 CoRR https://doi.org/10.48550/arXiv.2306.12834 db/journals/corr/corr2306.html#abs-2306-12834

Thanveer Shaik Xiaohui Tao 0001 Haoran Xie 0001 Lin Li 0001 Juan D. Velásquez 0001 Niall Higgins QXAI: Explainable AI Framework for Quantitative Analysis in Patient Monitoring Systems. 2023 abs/2309.10293 CoRR https://doi.org/10.48550/arXiv.2309.10293 db/journals/corr/corr2309.html#abs-2309-10293

Thanveer Shaik Xiaohui Tao 0001 Lin Li 0001 Niall Higgins Raj Gururajan Xujuan Zhou Jianming Yong Clustered FedStack: Intermediate Global Models with Bayesian Information Criterion. 2023 abs/2309.11044 CoRR https://doi.org/10.48550/arXiv.2309.11044 db/journals/corr/corr2309.html#abs-2309-11044

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Raj Gururajan Yuefeng Li 0001 Xujuan Zhou U. Rajendra Acharya FedStack: Personalized activity monitoring using stacked federated learning. 109929 2022 257 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2022.109929 db/journals/kbs/kbs257.html#ShaikTHGLZA22

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Haoran Xie 0001 Raj Gururajan Xujuan Zhou AI enabled RPM for mental health facility. 26-32 2022 MWSSH@MobiCom https://doi.org/10.1145/3556551.3561191 conf/mobicom/2022mwssh db/conf/mobicom/mwssh2022.html#ShaikTH0GZ22

Thanveer Shaik Xiaohui Tao 0001 Niall Higgins Raj Gururajan Yuefeng Li 0001 Xujuan Zhou U. Rajendra Acharya FedStack: Personalized activity monitoring using stacked federated learning. 2022 abs/2209.13080 CoRR https://doi.org/10.48550/arXiv.2209.13080 db/journals/corr/corr2209.html#abs-2209-13080

Jordan Laurie Niall Higgins Thierry Peynot Lisa Fawcett Jonathan Roberts 0001 An evaluation of a video magnification-based system for respiratory rate monitoring in an acute mental health setting. 104378 2021 148 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2021.104378 db/journals/ijmi/ijmi148.html#LaurieHPFR21

Xiaohui Tao 0001 Thanveer Basha Shaik Niall Higgins Raj Gururajan Xujuan Zhou Remote Patient Monitoring Using Radio Frequency Identification (RFID) Technology and Machine Learning for Early Detection of Suicidal Behaviour in Mental Health Facilities. 776 2021 21 Sensors 3 https://doi.org/10.3390/s21030776 db/journals/sensors/sensors21.html#TaoSHGZ21

Jordan Laurie Niall Higgins Thierry Peynot Jonathan Roberts 0001 Dedicated Exposure Control for Remote Photoplethysmography. 116642-116652 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3003548 db/journals/access/access8.html#LaurieHPR20

U. Rajendra Acharya Prabal Datta Barua Kylie Burke Ka Ching Chan Lisa Fawcett Abinaya Gopalakrishnan Raj Gururajan Kazi Nazmul Haque Elias Hossain Jordan Laurie Lin Li 0001 Yuefeng Li 0001 Thierry Peynot Anthony R. Pisani Rajib Rana John Reilly Jonathan Roberts 0001 Thanveer ShaikThanveer Basha Shaik Jeffrey Soar Terry Stedman Xiaohui Tao 0001 Kathryn Turner Juan D. Velásquez 0001 Revathi Venkataraman Haoran Xie 0001 Jianming Yong Xujuan Zhou Guohun Zhu