Research

Recent Publications

  • "Social Determinants of Recidivism: A Machine Learning Solution", arXiv:2011.11483, 2020
  • "Enterprise-wide Machine Learning Enterprise Solution using Teradata Vantage: An Integrated Analytics Platform," IEEE International Conference on Big Data, pp. 2043-2046, 2019
  • "Topological Data Analysis in Digital Marketing", Applied Stochastic Models in Business and Industry, vol. 36(6), pp. 1014-1028, November 2018
  • "Character Recognition by Deep Learning: An Enterprise Solution", IEEE International Conference on Big Data, pp. 1717-1727, 2018

Complete bibliography available in CV.

Recent Patents

Complete list of patents (granted and pending) available in CV.

Current Projects

  • Synthetic Clinical Trials Using Digital Data: This research program involves statistical designs which combine cohorts who volunteered for an experimental therapy (treatment group) with a synthetically generated control group of patients found in real world data. Adjustment for lack of randomization is necessary to prevent misleading comparisons when patients exposed to the treatment group differ systematically from observed data.
  • Heart Arrhythmia Detection Using Wearable Technology: This research program involves anomaly detection using bio-signals derived from wearable devices.
Phone: (512) 993-3121 | Email: choudur [dot] lakshminarayan [at] gmail [dot] com
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