PhD Researcher and Data Scientist at Pacific Northwest National Laboratory
I am researcher, data scientist, and engineer. My research interest include topological data analysis, dynamical systems theory, complex networks, time series analysis, computer vision, hypergraphs and set theory.
For more information about my specific research interests please see below. Additionally, I have my listed research publications provided in the publications tab.
Graph (network) representations of time series data by partitioning the state space reconstruction.
Methods for studying bifurcations in dynamical systems.
Studying the shape of data through persistent homology.
Time series analysis tools for studying the dynamic state of the underlying systems.
Synthetic imagery for improving object detection performance and generative adversarial networks for image augmentation.
Studying hypergraph representations of data with an emphasis on temporal hypergraphs and studying that changing shape using zigzag persistence.
