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portfolio
publications
Comparison of methods to trace multiple subskills: Is LR-DBN best?
Published in EDM **[Best Student Paper Award]**, 2012
Xu, Y. and Mostow, J., 2012. Comparison of Methods to Trace Multiple Subskills: Is LR-DBN Best?. International Educational Data Mining Society. [Paper] [Code]
A Non-parametric Bayesian Approach for Estimating Treatment-Response Curves from Sparse Time Series
Published in MLHC, 2016
Xu, Y., Xu, Y. and Saria, S., 2016, December. A Bayesian nonparametric approach for estimating individualized treatment-response curves. In Machine Learning for Healthcare Conference (pp. 282-300). [Paper] [Code]
Predicting Changes in Pediatric Medical Complexity using Large Longitudinal Health Records
Published in AMIA, 2017
Xu, Y., Bahadori, M.T., Searles, E., Thompson, M., Javier, T.S. and Sun, J., 2017. Predicting Changes in Pediatric Medical Complexity using Large Longitudinal Health Records. In AMIA Annual Symposium Proceedings (Vol. 2017, p. 1838). American Medical Informatics Association. [Paper]
RAIM: Recurrent Attentive and Intensive Modeling of Multimodal Continuous Patient Monitoring Data
Published in KDD, 2018
Xu, Y., Biswal, S., Deshpande, S.R., Maher, K.O. and Sun, J., 2018, July. RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data. In Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (pp. 2565-2573). ACM. [Paper] [Code] [Video]
HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units
Published in KDD, 2020
Hong, S.*, Xu, Y.*, Khare, A.*, Priambada, S.*, Maher, K., Aljiffry, A., Sun, J., Tumanov, A., 2020, August. HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units. In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. ACM. *Equal contribution [Paper] [Code] [Video]
Split-Treatments Analysis to Rank Heterogenous Causal Effects for Novel Treatments
Published in WSDM, 2021
Xu, Y., Mahajan, D., Manrao, L., Sharma, A., & Kiciman, E., 2021, March. Split-Treatments Analysis to Rank Heterogenous Causal Effects for Novel Treatments. In Proceedings of the International Conference on Web Search and Data Mining [Paper] [Slides] [Poster]
UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for Multi-Stage Classification
Published in NeurIPS, 2022
Xu, Y.*, Khare, A.*, Matlin, G., Ramadoss, M., Kamaleswaran R., Zhang, C., Tumanov, A., 2022, December. UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for Multi-Stage Classification. Advances in Neural Information Processing Systems. *Equal contribution
talks
Talk 1 on Relevant Topic in Your Field
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
This is a description of a teaching experience. You can use markdown like any other post.