An end-to-end framework for diagnosing COVID-19 pneumonia via Parallel Recursive MLP module and Bi-LTSM correlation
-Yiwen Liu, Wenyu Xing, Mingbo Zhao,Mingquan Lin (correspondance author). Medical Imaging with Deep Learning. [arXiv]
+Yiwen Liu, Wenyu Xing, Mingbo Zhao,Mingquan Lin (corresponding author). Medical Imaging with Deep Learning. [arXiv]
Deep learning models to predict primary open-angle glaucoma
Ruiwen Zhou, J Philip Miller, Mae Gordon, Michael Kass, Mingquan Lin, Yifan Peng, Fuhai Li, Jiarui Feng, Lei Liu. Stat. [paper]
Index-Aware Reinforcement Learning for Adaptive Video Streaming at the Wireless Edge
-Guojun Xiong, Xudong Qin, Bin Li, Rahul Singh, Jian Li. ACM Mobihoc 2022. [arXiv]
+
Multiclass and Multilabel Classifications by Consensus and Complementarity-Based Multiview Latent Space Projection
+Jianghong Ma, Weixuan Kou, Mingquan Lin, Carmen CM Cho, Bernard Chiu. IEEE Transactions on Systems, Man, and Cybernetics: Systems. [arXiv]
Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach
-Guojun Xiong, Shufan Wang, Gang Yan, Jian Li. IEEE INFOCOM, 2022. [arXiv]
+
Deep Learning Detection of Chest Compression Location Using Transesophageal Echocardiography
+Felipe Teran, ..., Mingquan Lin, Benjamin S Abella. Circulation. [arXiv]
Reinforcement Learning Augmented Asymptotically Optimal Index Policies for Finite-Horizon Restless Bandits
-Guojun Xiong, Jian Li, Rahul Singh. AAAI 2022. [arXiv]
+
Improving model fairness in image-based computer-aided diagnosis
+Mingquan Lin, Tianhao Li, Yifan Yang, Gregory Holste, Ying Ding, Sarah H Van Tassel, Kyle Kovacs, George Shih, Zhangyang Wang, Zhiyong Lu, Fei Wang, Yifan Peng. Nature Communications. [arXiv]
Optimality conditions of
-performance-guaranteed power minimization in mimo networks: A distributed algorithm and its
-feasibility
-Guojun Xiong, Taejoon Kim, David J. Love, Erik Perrins. (IEEE Transaction on Signal Processing 2020). [arXiv]
+
A scoping review on multimodal deep learning in biomedical images and texts
+Zhaoyi Sun,Mingquan Lin, Qingqing Zhu, Qianqian Xie, Fei Wang, Zhiyong Lu, Yifan Peng. (Journal of Biomedical Informatics). [arXiv]
A new classification method for diagnosing COVID-19 pneumonia based on joint CNN features of chest X-ray images and parallel pyramid MLP-mixer module
+Yiwen Liu, Wenyu Xing, Mingbo Zhao, Mingquan Lin (corresponding author). (Neural Computing and Applications). [arXiv]
+
On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations
-Guojun Xiong, Shufan Wang, Daniel Jiang, Jian Li. (Submitted to Neurips 2024) [arXiv]
+
Optimizing Embedding Space with Sub-categorical Supervised Pre-training: A Theoretical Approach Towards Improving Sepsis Prediction
+Tingyi Wanyan, Mingquan Lin, Ying Ding, Benjamin Glicksberg, Fei Wang, Yifan Peng. (J2023 IEEE 11th International Conference on Healthcare Informatics (ICHI)). [arXiv]
Enhancing thoracic disease detection using chest X-rays from PubMed Central Open Access
+Mingquan Lin, Bojian Hou, Swati Mishra, Tianyuan Yao, Yuankai Huo, Qian Yang, Fei Wang, George Shih, Yifan Peng. (Computers in Biology and Medicine). [arXiv]
+
Person re-identification via semi-supervised adaptive graph embedding
+Jiao Liu, Mingquan Lin (co-first author), Mingbo Zhao, Choujun Zhan, Bing Li, John Kwok Tai Chui. (Applied Intelligence). [arXiv]
+
Direct Online Preference Learning for Restless Multi-Armed Bandits with Preference Feedback
-Guojun Xiong, Ujwal Dinesha, Debajoy Mukherjee, Jian Li, Srinivas Shakkottai. (Submitted to Neurips 2024) [arXiv]
+
CXR-LT: Multi-Label Long-Tailed Classification on Chest X-Rays
+Gregory Holste, Song Wang, Ajay Jaiswal, Yuzhe Yang, Mingquan Lin, Yifan Peng, Atlas Wang. (PhysioNet). [arXiv]
Straggler-resilient decentralized learning via adaptive asynchronous updates
-Guojun Xiong*, Gang Yan*, Shiqiang Wang, Jian Li. (Under review) [arXiv]
+
Evaluate underdiagnosis and overdiagnosis bias of deep learning model on primary open-angle glaucoma diagnosis in under-served populations
+Mingquan Lin, Yunyu Xiao, Bojian Hou, Tingyi Wanyan, Mohit Manoj Sharma, Zhangyang Wang, Fei Wang, Sarah Van Tassel, Yifan Peng. (AMIA Summits on Translational Science Proceedings). [arXiv]
Multimodal Image Classification by Multiview Latent Pattern Extraction, Selection, and Correlation
+Jianghong Ma, Weixuan Kou,Mingquan Lin, Carmen CM Cho, Bernard Chiu. (IEEE Transactions on Neural Networks and Learning Systems). [arXiv]
+
Primary Open-Angle Glaucoma Diagnosis From Optic Disc Photographs Using a Siamese Network
+Mingquan Lin, Lei Liu, Mae Gordon, Michael Kass, Fei Wang, Sarah H Van Tassel, Yifan Peng. (Ophthalmology Science). [arXiv]
+
Multi-scale Multi-structure Siamese Network (MMSNet) for Primary Open-Angle Glaucoma Prediction
+Mingquan Lin, Lei Liu, Mae Gorden, Michael Kass, Sarah Van Tassel, Fei Wang, Yifan Peng. (International Workshop on Machine Learning in Medical Imaging). [arXiv]
+
Automated diagnosing primary open-angle glaucoma from fundus image by simulating human’s grading with deep learning
+Mingquan Lin, Bojian Hou, Lei Liu, Mae Gordon, Michael Kass, Fei Wang, Sarah H Van Tassel, Yifan Peng. (Scientific reports). [arXiv]
+
Supervised pretraining through contrastive categorical positive samplings to improve COVID-19 mortality prediction
+Tingyi Wanyan, Mingquan Lin, Eyal Klang, Kartikeya M Menon, Faris F Gulamali, Ariful Azad, Yiye Zhang, Ying Ding, Zhangyang Wang, Fei Wang, Benjamin Glicksberg, Yifan Peng. (ACM BCB). [arXiv]
+
Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review
+Song Wang, Mingquan Lin (co-first author), Tirthankar Ghosal, Ying Ding, Yifan Peng. (Health data science). [arXiv]
+
Radiology text analysis system (RadText): architecture and evaluation
+Song Wang, Mingquan Lin, Ying Ding, George Shih, Zhiyong Lu, Yifan Peng. (IEEE ICHI 2022). [arXiv]
+
Cascaded Triplanar Autoencoder M-Net for Fully Automatic Segmentation of Left Ventricle Myocardial Scar From Three-Dimensional Late Gadolinium-Enhanced MR Images
+Mingquan Lin, Mingjie Jiang, Mingbo Zhao, Eranga Ukwatta, James A White, Bernard Chiu. (IEEE JBHI). [arXiv]
+
Prior knowledge enhances radiology report generation
+Song Wang, Liyan Tang, Mingquan Lin, George Shih, Ying Ding, Yifan Peng. (AMIA Summits on Translational Science Proceedings). [arXiv]
+
An empirical study of using radiology reports and images to improve ICU-mortality prediction
+Mingquan Lin, Song Wang, Ying Ding, Lihui Zhao, Fei Wang, Yifan Peng. (2021 IEEE 9th International Conference on Healthcare Informatics (ICHI)). [arXiv]
+
An empirical study of using radiology reports and images to improve ICU-mortality prediction
+Mingquan Lin, Song Wang, Ying Ding, Lihui Zhao, Fei Wang, Yifan Peng. (2021 IEEE 9th International Conference on Healthcare Informatics (ICHI)). [arXiv]
+
Fully automated segmentation of brain tumor from multiparametric MRI using 3D context deep supervised U‐Net
+Mingquan Lin, Shadab Momin, Yang Lei, Hesheng Wang, Walter J Curran, Tian Liu, Xiaofeng Yang. (Medical Physics). [arXiv]
+
Artificial intelligence in tumor subregion analysis based on medical imaging: A review
+Mingquan Lin, Jacob F Wynne, Boran Zhou, Tonghe Wang, Yang Lei, Walter J Curran, Tian Liu, Xiaofeng Yang. (Journal of Applied Clinical Medical Physics). [arXiv]
+
Fully automated segmentation of brain tumor from multiparametric MRI using 3D context U-Net with deep supervision
+Mingquan Lin, Shadab Momin, Boran Zhou, Katherine Tang, Yang Lei, Walter J Curran, Tian Liu, Xiaofeng Yang. (Medical Imaging 2021: Computer-Aided Diagnosis). [arXiv]
+
Ultrasound GLCM texture analysis of radiation-induced acute toxicity following breast cancer radiotherapy
+Boran Zhou, Mingquan Lin, Xiaofeng Yang, Simone Henry, Jolinta Lin, Karen Godette, Shannon T Kahn, Walter J Curran, Mylin A Torres, Tian Liu. (Medical Imaging 2021: Ultrasonic Imaging and Tomography). [arXiv]
+
Region of interest discovery using discriminative concrete autoencoder for COVID-19 lung CT images
+Yupei Zhang, Yang Lei, Mingquan Lin, Walter Curran, Tian Liu, Xiaofeng Yang. (Medical Imaging 2021: Computer-Aided Diagnosis). [arXiv]
+
Using radiomics as prior knowledge for thorax disease classification and localization in chest x-rays
+Yan Han, Chongyan Chen, Liyan Tang, Mingquan Lin, Ajay Jaiswal, Song Wang, Ahmed Tewfik, George Shih, Ying Ding, Yifan Peng. (AMIA Annual Symposium Proceedings). [arXiv]
+
Multi-task deep learning-based survival analysis on the prognosis of late AMD using the longitudinal data in AREDS
+Gregory Ghahramani, Matthew Brendel, Mingquan Lin, Qingyu Chen, Tiarnan Keenan, Kun Chen, Emily Chew, Zhiyong Lu, Yifan Peng, Fei Wang. (AMIA Annual Symposium Proceedings). [arXiv]
+
Interpretable Differential Diagnosis with Dual-Inference Large Language Models
+Shuang Zhou, Sirui Ding, Jiashuo Wang, Mingquan Lin, Genevieve B. Melton, Rui Zhang. [arXiv]
+