Jeremy Beauchamp, Razvan Bunescu, and Cindy Marling (2021). An LSTM-based Approach for Insulin and Carbohydrate Recommendations in Type 1 Diabetes Self-Management. Computational Intelligence Studies. Ras Z, editor. Springer Nature Switzerland: Springer. To appear.
Bach, L., Marling, C., Mork, P. J., Aamodt, A., Mair, F. S. and B. I. Nicholl (2019). Design of a Clinician Dashboard to Facilitate Co-Decision Making in the Management of Non-Specific Low Back Pain , Journal of Intelligent Information Systems, 52(2):269-284.
Schwartz, F. L., Marling, C. R. and R. C. Bunescu (2018). The Promise and Perils of Wearable Physiological Sensors for Diabetes Management , Journal of Diabetes Science and Technology, 12(3):587-591.
Marling, C., Montani, S., Bichindaritz, I. and P. Funk (2014). Synergistic Case-Based Reasoning in Medical Domains , Expert Systems with Applications, 41(2):249-259.
Schwartz, F. L. and C. R. Marling (2014). Glycemic Variability in Type 1 Diabetes - Does It Matter? , US Endocrinology, 10(1):20-24.
Marling, C. R., Struble, N. W., Bunescu, R. C., Shubrook, J. H. and F. L. Schwartz (2013). A Consensus Perceived Glycemic Variability Metric, Journal of Diabetes Science and Technology, 7(4):871-879.
Schwartz, F. L. and C. R. Marling (2013). Blood Glucose Monitoring: Use of Automated Bolus Calculators for Diabetes Management, European Endocrinology, 9(2):92-95.
Schwartz, F. L., Marling, C. R. and J. Shubrook (2013). Automated Glycemic Pattern Analysis: Overcoming Diabetes Clinical Inertia, Journal of Diabetes Science and Technology, 7(1):167-169.
Marling, C., Wiley, M., Bunescu, R., Shubrook, J. and F. Schwartz (2012). Emerging Applications for Intelligent Diabetes Management, AI Magazine, 33(2):67-78.
Marling, C. R., Shubrook, J. H., Vernier, S. J., Wiley, M. T. and F. L. Schwartz (2011). Characterizing Blood Glucose Variability Using New Metrics with Continuous Glucose Monitoring Data, Journal of Diabetes Science and Technology, 5(4):871-878.
Schwartz, F. L., Vernier, S. J., Shubrook, J. H. and C. R. Marling (2010). Evaluating the Automated Blood Glucose Pattern Detection and Case-Retrieval Modules of the 4 Diabetes Support System, Journal of Diabetes Science and Technology, 4(6):1563-1569.
Marling, C., Shubrook, J. and F. Schwartz (2009). Toward Case-Based Reasoning for Diabetes Management: A Preliminary Clinical Study and Decision Support System Prototype, Computational Intelligence, 25(3):165.179.
Schwartz, F. L., Shubrook, J. H. and C. R. Marling (2008). Use of Case-Based Reasoning to Enhance Intensive Management of Patients on Insulin Pump Therapy, Journal of Diabetes Science and Technology, 2(4):603.611.
Beauchanp, J., Bunescu, R. and C. Marling (2020). The OhioT1DM Dataset for Blood Glucose Level Prediction: Update 2020, in Proceedings of The 5th International Workshop on Knowledge Discovery in Healthcare Data, Digital ECAI 2020, Santiago de Compostela, Spain, in press.
Marling, C. and R. Bunescu (2020). The OhioT1DM Dataset for Blood Glucose Level Prediction: Update 2020, in Proceedings of The 5th International Workshop on Knowledge Discovery in Healthcare Data, Digital ECAI 2020, Santiago de Compostela, Spain, in press.Charles Chen and Razvan Bunescu (2019). Context Dependent Semantic Parsing over Temporally Structured Data, in Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT), Minneapolis, Minnesota.
Mirshekarian, S., Shen, H., Bunescu, R. and C. Marling (2019). LSTMs and Neural Attention Models for Blood Glucose Prediction: Comparative Experiments on Real and Synthetic Data, in Proceedings of the 41st International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Berlin, Germany.
Chen, C., Mirshekarian, S., Bunescu, R. and C. Marling (2019). From Physician Queries to Logical Forms for Efficient Exploration of Patient Data, in Proceedings of the 13th IEEE International Conference on Semantic Computing (ICSC), Newport Beach, California.
Marling, C. and R. Bunescu (2018). The OhioT1DM Dataset for Blood Glucose Level Prediction, in Proceedings of The 3rd International Workshop on Knowledge Discovery in Healthcare Data, CEUR-ws.org, Stockholm, Sweden.
Mirshekarian, S., Bunescu, R., Marling, C. and F. Schwartz (2017). Using LSTMs to Learn Physiological Models of Blood Glucose Behavior , in Proceedings of the 39th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'17), Jeju Island, Korea.
Marling, C., Xia, L., Bunescu, R. and F. Schwartz (2016). Machine Learning Experiments with Noninvasive Sensors for Hypoglycemia Detection, presented at the Workshop on Knowledge Discovery in Healthcare Data, at the International Joint Conference on Artificial Intelligence (IJCAI-16), New York, New York.
Marling, C., Bunescu, R., Baradar-Bokaie, B. and F. Schwartz (2015). Case-Based Reasoning as a Prelude to Big Data Analysis: A Case Study, in Workshop Proceedings of the Twenty-Third International Conference on Case-Based Reasoning (ICCBR 2015), Frankfurt, Germany.
Plis, K., Bunescu, R., Marling, C., Shubrook, J. and F. Schwartz (2014). A Machine Learning Approach to Predicting Blood Glucose Levels for Diabetes Management, in Modern Artificial Intelligence for Health Analytics: Papers Presented at the Twenty-Eighth AAAI Conference on Artificial Intelligence, AAAI Press, Palo Alto, California.
Bunescu, R., Struble, N., Marling, C., Shubrook, J. and F. Schwartz (2013). Blood Glucose Level Prediction using Physiological Models and Support Vector Regression, in Proceedings of the IEEE 12th International Conference on Machine Learning and Applications (ICMLA), Miami, Florida.
Marling, C., Bunescu, R., Shubrook, J. and F. Schwartz (2012). System Overview: The 4 Diabetes Support System, in Workshop Proceedings of the Twentieth International Conference on Case-Based Reasoning, Lyon, France.
Marling, C., Wiley, M., Bunescu, R., Shubrook, J. and F. Schwartz (2011). Emerging Applications for Intelligent Diabetes Management, in Proceedings of the Twenty-Third Innovative Applications of Artificial Intelligence Conference (IAAI-11), AAAI Press, Menlo Park, California.
Marling, C., Wiley, M., Cooper, T., Bunescu, R., Shubrook, J. and F. Schwartz (2011). The 4 Diabetes Support System: A Case Study in CBR Research and Development, in Case-Based Reasoning Research and Development: 19th International Conference on Case-Based Reasoning, ICCBR 2011 Proceedings, Ram, A. and N. Wiratunga, eds., Springer, Berlin.
Wiley, M., Bunescu, R., Marling, C., Shubrook, J. and F. Schwartz (2011). Automatic Detection of Excessive Glycemic Variability for Diabetes Management, in Proceedings of the Tenth International Conference on Machine Learning and Applications, IEEE Press, New York, New York.
Marling, C., Vernier, S., Cooper, T., Shubrook, J. and F. Schwartz (2009). Towards Evaluation of a Medical Case-Based Decision Support System, in Workshop Proceedings of the Eighth International Conference on Case-Based Reasoning, Seattle, Washington.
Marling, C., Shubrook, J. and F. Schwartz (2008). Case-Based Decision Support for Patients with Type 1 Diabetes on Insulin Pump Therapy, in Advances in Case-Based Reasoning: 9th European Conference, ECCBR 2008 Proceedings, Althoff, K.-D., Bergmann, R., Minor, M. and A. Hanft, eds., Springer, Berlin.
Marling, C., Shubrook, J. and F. Schwartz (2007). Towards Case-Based Reasoning for Diabetes Management, in Workshop Proceedings of the Seventh International Conference on Case-Based Reasoning, Belfast, Northern Ireland.
Marling, C. R., Struble, N. W., Bunescu, R. C., Shubrook, J. H. and F. L. Schwartz (2013). A Consensus Perceived Glycemic Variability Metric, Journal of Diabetes Science and Technology, 7(1):A87.
Marling, C. R., Wiley, M. T., Bunescu, R. C., Shubrook, J. H. and F. L. Schwartz (2012). Automated Screen for Excessive Glycemic Variability Using CGM Data, Journal of Diabetes Science and Technology, 6(2):A99.
Marling, C. R., Shubrook, J. H., Vernier, S. J., Wiley, M. T., Cooper, T. L. and F. L. Schwartz (2011). New Metrics for Glucose Variability Using Continuous Glucose Monitoring Data, Journal of Diabetes Science and Technology, 5(2):A98.
Schwartz, F. L., Vernier, S. J., Shubrook, J. H. and C. R. Marling (2010). A Novel New Glycemic Variability Metric, in American Diabetes Association 70th Scientific Abstracts Book, June supplement to Diabetes, abstract number 2062-PO.
Marling, C. R., Shubrook, J. H., Vernier, S. J., Cooper, T. and F. L. Schwartz (2010). Evaluating the Automated Detection of Blood Glucose Control Problems, Journal of Diabetes Science and Technology, 4(2):A103.
Marling, C. R., Shubrook, J. H., Flowers, E. R., Jones, T. A., Walker, D. L. and F. L. Schwartz (2008). Intelligent Decision Support System for Diabetes Management, Journal of Diabetes Science and Technology, 2(2):A105.
Marling, C. R., Shubrook, J. H., Miller, W. A., Maimone, A. J. and F. L. Schwartz (2007). Intelligent Decision Support Software for Type 1 Diabetics on Insulin Pump Therapy, in American Diabetes Association 67th Scientific Abstracts Book, June supplement to Diabetes, abstract number 2087-PO.