Samatova, Nagiza F.

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

Karpatne, A., Atluri, G., Faghmous, J. H., Steinbach, M., Banerjee, A., Ganguly, A., Shekhar, S., Samatova, N., & Kumar, V. (2017) · IEEE Transactions on Knowledge and Data Engineering

Model Reduction and Neural NetworksMachine Learning in Materials Science

Cited by 1,752

The sorting direct method for stochastic simulation of biochemical systems with varying reaction execution behavior

McCollum, J. M., Peterson, G. D., Cox, C. D., Simpson, M. L., & Samatova, N. F. (2006) · Computational Biology and Chemistry

Gene Regulatory Network AnalysisSimulation Techniques and Applications

Cited by 182

Sex Differences in Cognitive Decline in Subjects with High Likelihood of Mild Cognitive Impairment due to Alzheimer’s disease

Sohn, D., Shpanskaya, K., Lucas, J. E., Petrella, J. R., Saykin, A. J., Tanzi, R. E., Samatova, N. F., & Doraiswamy, P. M. (2018) · Scientific Reports

Dementia and Cognitive Impairment ResearchAlzheimer's disease research and treatments

Cited by 161

Theory-Guided Data Science for Climate Change

Faghmous, J. H., Banerjee, A., Shekhar, S., Steinbach, M., Kumar, V., Ganguly, A. R., & Samatova, N. (2014) · Computer

Climate variability and modelsSpatial and Panel Data Analysis

Cited by 42

A graph‐based approach to find teleconnections in climate data

Kawale, J., Liess, S., Kumar, A., Steinbach, M., Snyder, P., Kumar, V., Ganguly, A. R., Samatova, N. F., & Semazzi, F. (2013) · Statistical Analysis and Data Mining: The ASA Data Science Journal

Climate variability and modelsEcosystem dynamics and resilience

Cited by 37