My research interests focus on Biomedical Text Mining (BioNLP), Computational Biology and Bioinformatics. My current projects focuses on biomedical relation extraction, biomedical/clinical document classification, and phenotype annotation to facilitate precision medicine. Here you can find materials relevant to my published papers.
I also provide the titles for some working papers and projects in progress below. Full links are attached for these papers when I believe they are ready for peer review. Feel free to contact me if you are interested in some of these works.
Qingyu Chen, Kyubum Lee, Shankai Yan, Sun Kim, and Zhiyong Lu✉. (2019) BioConceptVec: creating and evaluating literature-based biomedical concept embeddings on a large scale. PLOS Computational Biology. [Accepted]
Shankai Yan and Ka-Chun WONG✉. (2019). Context awareness and embedding for biomedical event extraction. Oxford Bioinformatics. Code Data
Yifan Peng, Shankai Yan and Zhiyong Lu✉. (2019). Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets. ACL BioNLP Workshop. Code Data
Ka-Chun WONG✉, Junyi Chen, Jiao Zhang, Jiecong Lin, Shankai Yan, Shxiong Zhang, Xiangtao Li, Cheng Liang, Chengbin Peng, Qiuzhen Lin, Sam Kwong, and Jun Yu. (2019). Early Cancer Detection from Multianalyte Blood Test Results. CellPress iScience 15: 332-341.
Shankai Yan and Ka-Chun WONG✉. (2019). GESgnExt: Gene Expression Signature Extraction and Meta-analysis on Gene Expression Omnibus. IEEE Journal of Biomedical and Health Informatics. Code Data
Shankai Yan and Ka-Chun WONG✉. (2017). Elucidating high-dimensional cancer hallmark annotation via enriched ontology. Journal of Biomedical Informatics 73: 84-94. Code Data
Ka-Chun WONG✉, Shankai Yan, Qiuzhen Lin, Xiangtao Li and Chengbin Peng. (2018). Deleterious Non-Synonymous Single Nucleotide Polymorphism Predictions on Human Transcription Factors. IEEE/ACM Transactions on Computational Biology and Bioinformatics.
Junyi Chen, Shankai Yan and Ka-Chun WONG✉. (2018). Verbal aggression detection on Twitter comments: convolutional neural network for short-text sentiment analysis. Neural Computing and Applications S.I.: 1-10.
Ka-Chun WONG✉, Chengbin Peng, Shankai Yan and Cheng Liang. (2017). Probabilistic Inference on Multiple Normalized Genome-Wide Signal Profiles With Model Regularization. IEEE Transactions on NanoBioscience 16-1: 43-50.
Junyi Chen, Shankai Yan and Ka-Chun WONG✉. (2017). Aggressivity Detection on Social Network Comments. Proceedings of the 2017 International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence 103-107.
Working Papers and Projects in Progress
Phenotype annotation on biomedical literature and clinical notes