Publications

Benda NC, Rogers C, Sharma M, Narain W, Diamond LC, Ancker J, Seier K, Stetson PD, Sulieman L, Armstrong M et al..  2022.  Identifying Nonpatient Authors of Patient Portal Secure Messages in Oncology: A Proof-of-Concept Demonstration of Natural Language Processing Methods.. JCO Clin Cancer Inform. 6:e2200071.

Wang S, Lin M, Ghosal T, Ding Y, Peng Y.  2022.  Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review.. Health Data Sci. 2022

Han Y, Chen C, Tewfik A, Glicksberg B, Ding Y, Peng Y, Wang Z.  2022.  Knowledge-Augmented Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop.. IEEE Winter Conf Appl Comput Vis. 2022:1789-1798.

Holste G, Wang S, Jiang Z, Shen TC, Shih G, Summers RM, Peng Y, Wang Z.  2022.  Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study.. Data Augment Label Imperfections (2022). 13567:22-32.

Mathai TSudharshan, Lee S, Elton DC, Shen TC, Peng Y, Lu Z, Summers RM.  2022.  Lymph node detection in T2 MRI with transformers. SPIE Medical Imaging. :120333B.

Lin M, Liu L, Gorden M, Kass M, Van Tassel S, Wang F, Peng Y.  2022.  Multi-scale Multi-structure Siamese Network (MMSNet) for Primary Open-Angle Glaucoma Prediction.. Mach Learn Med Imaging. 13583:436-445.

Lee J, Wanyan T, Chen Q, Keenan TDL, Glicksberg BS, Chew EY, Lu Z, Wang F, Peng Y.  2022.  Predicting Age-related Macular Degeneration Progression with Longitudinal Fundus Images Using Deep Learning.. Mach Learn Med Imaging. 13583:11-20.

Wang S, Tang L, Lin M, Shih G, Ding Y, Peng Y.  2022.  Prior Knowledge Enhances Radiology Report Generation.. AMIA Annu Symp Proc. 2022:486-495.

Wang S, Lin M, Ding Y, Shih G, Lu Z, Peng Y.  2022.  Radiology Text Analysis System (RadText): Architecture and Evaluation.. IEEE Int Conf Healthc Inform. 2022:288-296.

Han Y, Holste G, Ding Y, Tewfik A, Peng Y, Wang Z.  2022.  Radiomics-Guided Global-Local Transformer for Weakly Supervised Pathology Localization in Chest X-Rays.. IEEE Trans Med Imaging. PP

Jaiswal A, Ashutosh K, Rousseau JF, Peng Y, Wang Z, Ding Y.  2022.  RoS-KD: A Robust Stochastic Knowledge Distillation Approach for Noisy Medical Imaging.. Proc IEEE Int Conf Data Min. 2022:981-986.

Wanyan T, Lin M, Klang E, Menon KM, Gulamali FF, Azad A, Zhang Y, Ding Y, Wang Z, Wang F et al..  2022.  Supervised Pretraining through Contrastive Categorical Positive Samplings to Improve COVID-19 Mortality Prediction.. ACM BCB. 2022

Han Z, Shen M, Liu H, Peng Y.  2022.  Topical and emotional expressions regarding extreme weather disasters on social media: a comparison of posts from official media and the public.. Humanit Soc Sci Commun. 9(1):421.

Wang S, Tang L, Majety A, Rousseau JF, Shih G, Ding Y, Peng Y.  2022.  Trustworthy assertion classification through prompting.. J Biomed Inform. 132:104139.

Chen Q, Rankine A, Peng Y, Aghaarabi E, Lu Z.  2021.  Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study.. JMIR Med Inform. 9(12):e27386.

Peng Y, Tang Y, Lee S, Zhu Y, Summers RM, Lu Z.  2021.  COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature. IEEE Transactions on Big Data. 7(1):3-12.

Karabulut MEfruz, Vijay-Shanker K., Peng Y.  2021.  CU-UD: text-mining drug and chemical-proteininteractions with ensembles of BERT-based models. BioCreative VII. :45-48.

Ghahramani GC, Brendel M, Chen Q, Keenan TD, Chen K, Chew EY, Lu Z, Peng Y, Wang F.  2021.  Deep learning survival analysis on the progression to late AMD in the Age-Related Eye Disease Study. Investigative Ophthalmology & Visual Science.

Mathai TSudharshan, Lee S, Elton DC, Shen TC, Peng Y, Lu Z, Summers RM.  2021.  Detection of lymph nodes in T2 MRI using neural network ensembles. Learning in Medical Imaging (MLMI). :682-691.

Paul A, Shen TC, Lee S, Balachandar N, Peng Y, Lu Z, Summers RM.  2021.  Generalized Zero-shot Chest X-ray Diagnosis through Trait-Guided Multi-view Semantic Embedding with Self-training.. IEEE Trans Med Imaging.

Paul A, Shen TC, Lee S, Balachandar N, Peng Y, Lu Z, Summers RM.  2021.  Generalized Zero-shot Chest X-ray Diagnosis through Trait-Guided Multi-view Semantic Embedding with Self-training.. IEEE Trans Med Imaging.

Ji Z, Shaikh MAbuzar, Moukheiber D, Srihari SN, Peng Y, Gao M.  2021.  Improving Joint Learning of Chest X-Ray and Radiology Report by Word Region Alignment. International Workshop on Machine Learning in Medical Imaging.

Paul A, Shen TC, Peng Y, Lu Z, Summers RM.  2021.  Learning few-shot chest X-ray diagnosis using images from the published scientific literature. IEEE International Symposium on Biomedical Imaging (ISBI).

Paul A, Shen TC, Peng Y, Lu Z, Summers RM.  2021.  Learning few-shot chest X-ray diagnosis using images from the published scientific literature. IEEE International Symposium on Biomedical Imaging (ISBI).

Lee HGi, Scholle E, Al'Aref S, Beecy A, Peng Y.  2021.  Leveraging Deep Representations of Radiology Reports in Survival Analysis for Predicting Heart Failure Patient Mortality. NAACL.