Journal Papers
2024
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Mehak Gupta, Thao-Ly T Phan, F´elice Lˆe-Scherban, Daniel Eckrich, H Timothy Bunnell and Rahmatollah Beheshti. “Associations of Longitudinal BMI-Percentile Classification Patterns in Early Childhood with Neighborhood- Level Social Determinants of Health”. Childhood Obesity 2024 Aug 26; PubMed PMID: 39187268. (View)
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Mehak Gupta, Thao-Ly T Phan, Daniel Eckrich, H Timothy Bunnell and Rahmatollah Beheshti “Obesity prediction with ehr data: A deep learning approach with interpretable elements”. Obesity Pillars. 2024 September 10; :100128. DOI: 10.1016/j.obpill.2024.100128. (View)
2022
- Mehak Gupta, Thao-Ly T Phan, H Timothy Bunnell, and Rahmatollah Beheshti. “Obesity prediction with ehr data: A deep learning approach with interpretable elements”. ACM Transactions on Computing for Healthcare (HEALTH), 3(3):1–19, 2022 (View)
Conference Papers
2024
- Fahmida Liza Piya, Mehak Gupta and Rahmatollah Beheshti. “HealthGAT: Node Classifications in Electronic Health Records using Graph Attention Networks”. IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) (View)
2022
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Mehak Gupta, Brennan Gallamoza, Nicolas Cutrona, Pranjal Dhakal, Raphael Poulain, and Rahmatollah Beheshti. “An Extensive Data Processing Pipeline for MIMIC-IV”. In Proceedings of the 2nd Machine Learning for Health symposium, volume 193 of Proceedings of Machine Learning Research, pages 311–325. PMLR. 2022 (View)
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Raphael Poulain, Mehak Gupta, and Rahmatollah Beheshti. “Few-Shot Learning with Semi-Supervised Transformers for Electronic Health Records.”. Machine Learning for Healthcare Conference, pages 1–21, 2022. (View)
2021
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Gupta, M., Poulain, R., T. Phan, T.-L., Bunnell, H. T. and Beheshti, R. “Flexible-window Predictions on Electronic Health Records”. In Proceedings of the AAAI Conference on Artificial Intelligence, 36(11):12510-12516. (IAAI-Track) (View)
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Poulain, R., Gupta, M., Foraker, R. and Beheshti, R. “Transformer-based Multi-target Regression on Electronic Health Records for Primordial Prevention of Cardiovascular Disease”. In Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (View)
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Gupta, M., T. Phan, T.-L., Bunnell, H. T. and Beheshti, R. “Concurrent Imputation and Prediction on EHR data using Bi-Directional GANs”. In Proceedings of the 12th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics. (View)
2014
- Gupta, M. and Aggarwal, R.. “Transforming Relational Database to Graph Database Using Neo4j”, In Proceedings of the Second International Conference on Emerging Research in Computing, Information, Communication and Applications, Bangalore, India.