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Jinying Chen PhD

TitleAssistant Professor
InstitutionUniversity of Massachusetts Medical School
DepartmentPopulation and Quantitative Health Sciences
AddressUniversity of Massachusetts Medical School
368 Plantation Street, AS9-1063
Worcester MA 01605
Phone508-856-6063
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    Other Positions
    InstitutionUMMS - School of Medicine
    DepartmentPopulation and Quantitative Health Sciences


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    Tsinghua University, Beijing, , ChinaBSComputer Science & Technology
    Tsinghua University, BeijingBS, MSEComputer Science and Technology
    Tsinghua University, Beijing, , ChinaMEComputer Science & Technology
    University of Pennsylvania, PhiladelphiaMSc, PhDComputer and Information Science
    University of Pennsylvania, Philadelphia, PA, United StatesMSComputer & Information Science
    University of Massachusetts Medical School, WorcesterPostdocHealth Informatics and Implementation Science
    University of Pennsylvania, Philadelphia, PA, United StatesPHDComputer & Information Science

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    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.
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    1. Chen J, Lalor J, Liu W, Druhl E, Granillo E, Vimalananda VG, Yu H. Detecting Hypoglycemia Incidents Reported in Patients' Secure Messages: Using Cost-Sensitive Learning and Oversampling to Reduce Data Imbalance. J Med Internet Res. 2019 Mar 11; 21(3):e11990. PMID: 30855231.
      View in: PubMed
    2. Chen J, Druhl E, Polepalli Ramesh B, Houston TK, Brandt CA, Zulman DM, Vimalananda VG, Malkani S, Yu H. A Natural Language Processing System That Links Medical Terms in Electronic Health Record Notes to Lay Definitions: System Development Using Physician Reviews. J Med Internet Res. 2018 Jan 22; 20(1):e26. PMID: 29358159.
      View in: PubMed
    3. Chen J, Jagannatha AN, Fodeh SJ, Yu H. Ranking Medical Terms to Support Expansion of Lay Language Resources for Patient Comprehension of Electronic Health Record Notes: Adapted Distant Supervision Approach. JMIR Med Inform. 2017 Oct 31; 5(4):e42. PMID: 29089288.
      View in: PubMed
    4. Chen J, Yu H. Unsupervised Ensemble Ranking of Terms in Electronic Health Record Notes Based on Their Importance to Patients. J Biomed Inform. 2017 Mar 03. PMID: 28267590.
      View in: PubMed
    5. Chen J, Zheng J, Yu H. Finding Important Terms for Patients in Their Electronic Health Records: A Learning-to-Rank Approach Using Expert Annotations. JMIR Med Inform. 2016 Nov 30; 4(4):e40. PMID: 27903489.
      View in: PubMed
    6. Feifan Liu, Jinying Chen, Abhyuday N. Jagannatha, and Hong Yu. Learning for Biomedical Information Extraction: Methodological Review of Recent Advances. arXiv:1606.07993. 2016.
    7. Jinying Chen, Huaigu Cao, and Premkumar Natarajan. Integrating Natural Language Processing with Image Processing: What We Learned from Real-World Applications. International Journal on Document Analysis and Recognition (IJDAR). 2015; 18(3):235-247.
    8. Jinying Chen and Martha Palmer. Improving English Verb Sense Disambiguation Performance with Linguistically Motivated Features and Clear Sense Distinction Boundaries. Language Resources and Evaluation (LRE). 2009; 43(2):181-208.
    9. Jinying Chen, Rajani Sadasivam, Amanda C. Blok, Christine Ritchie, Catherine S. Nagawa, Elizabeth Orvek, Kanan Patel, Thomas Houston. Post-discharge patient-reported data on pain, appetite, heart failure symptoms and management as predictors of readmission or ED visits. 2019 SGIM Annual Meeting (oral presentation). Washington, DC. May 8-11, 2019.
    10. Jinying Chen, Huaigu Cao, Yue Wu, and Premkumar Natarajan. Confusion Network Based Recurrent Neural Network Language Modeling for Chinese OCR Error Detection. Proceedings of the 22nd International Conference on Pattern Recognition (ICPR 2014), pages 1266-1271.
    11. Jinying Chen, Rohit Prasad, Huaigu Cao, and Premkumar Natarajan. OOV Name Detection on Handwritten Arabic Data. Proceedings of the Twelfth International Conference on Document Analysis and Recognition (ICDAR 2013), pages 994-998. (oral presentation).
    12. Jinxi Xu and Jinying Chen. How Much Can We Gain from Supervised Word Alignment? In Proc. of the 49th Annual Meeting of Computational Linguistics: Human Language Technologies (ACL-HLT 11), pages 165-169. (oral presentation).
    13. Jinying Chen, Jacob Devline, Huaigu Cao, Rohit Prasad, and Premkumar Natarajan. Automatic Tune Set Generation for Machine Translation with Limited In-domain Data. In Proc. of the 16th Annual Conf. of the European Association for Machine Translation (EAMT 2012), pages 161-168.
    14. Jinying Chen, Dmitriy Dligach and Martha Palmer. Towards Large-scale High-Performance English Verb Sense Disambiguation by Using Linguistically Motivated Features. In Proc. of the First IEEE Intl. Conf. on Semantic Computing (ICSC 2007), pages 378-385. (oral presentation).
    15. Jinying Chen, Andrew Schein, Lyle Ungar and Martha Palmer. An Empirical Study of the Behavior of Active Learning for Word Sense Disambiguation. In Proc. of Human Language Technology conference - North American chapter of the Association for Computational Linguistics annual meeting (HLT-NAACL 2006), pages 120-127. (oral presentation).
    16. Jinying Chen and Martha Palmer. Towards Robust High Performance Word Sense Disambiguation of English Verbs Using Rich Linguistic Features, In Proc. of the 2nd Intl. Joint Conf. on Natural Language Processing (IJCNLP 2005), pages 933-944. (oral presentation).
    17. Jinying Chen and Martha Palmer. Chinese verb sense discrimination using an EM clustering model with rich linguistic features. In ACL 2004, pages 295-302. (oral presentation).
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