Lekha Patel
Scientific Machine Learning
Biography
I am a mathematician and computational statistician whose research interests broadly lie in the fields of statistical computing, statistical learning of partially-observed stochastic processes, stochastic PDEs for uncertainty quantification and Bayesian nonparametrics. Other areas of interest include spatial-temporal statistical modeling, extreme value analysis and Bayesian variable selection. Recently, I have developed an interest in physics-informed statistical learning for bridging spatial-temporal scales of physical phenomena. Applications of my work include in bioinformatics, cyber-security, climatology (especially within the atmospheric sciences) and the social sciences.
Education
Ph.D. in Mathematics, Imperial College London, 2019
B.S. in Mathematics, Imperial College London, 2015
Publications
Michael Hopwood, Lekha Patel, Thushara Gunda, (2022). Classification of Photovoltaic Failures with Hidden Markov Modeling, an Unsupervised Statistical Approach Energies https://doi.org/10.3390/en15145104 Publication ID: 80937
Lyndsay Shand, Kelsie Larson, Andrea Staid, Erika Roesler, Donald Lyons, Katherine Simonson, Lekha Patel, James Hickey, Skyler Gray, (2021). Local limits of detection for anthropogenic aerosol-cloud interactions https://doi.org/10.2172/1855009 Publication ID: 75923
Michael Hopwood, Lekha Patel, Thushara Gunda, (2021). Probabilistic detection of high-dimension failures in complex systems: A case study of photovoltaics https://doi.org/10.2172/1886187 Publication ID: 75469
Lekha Patel, (2021). A hidden Markov model approach to understanding molecular characteristics in fluorescence microscopy https://www.osti.gov/servlets/purl/1855711 Publication ID: 77605
Lekha Patel, (2020). Cloud-aerosol track modeling and analysis https://doi.org/10.2172/1834678 Publication ID: 72049
Lekha Patel, Lyndsay Shand, James Tucker, Jose Huerta, (2020). Assessing Extreme Value Analysis to predict rare events from the Global Terrorism Database https://www.osti.gov/servlets/purl/1825584 Publication ID: 71177
Lekha Patel, Lyndsay Shand, (2020). Simulating cloud-aerosol interactions made by ship emissions https://www.osti.gov/servlets/purl/1824931 Publication ID: 71141
Lyndsay Shand, Lekha Patel, (2020). Simulating cloud-aerosol interactions made by ship emissions https://www.osti.gov/servlets/purl/1811613 Publication ID: 74253
Lekha Patel, Jose Huerta, Lyndsay Shand, William Miller, James Tucker, (2020). Assessing Extreme Value Analysis to predict rare events from the Global Terrorism Database https://www.osti.gov/servlets/purl/1811818 Publication ID: 74294
Lekha Patel, Jose Huerta, Lyndsay Shand, William Miller, James Tucker, (2020). Assessing Extreme Value Analysis to predict rare events from the Global Terrorism Database https://www.osti.gov/servlets/purl/1783652 Publication ID: 73529
Showing Results.