Research
Research
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My research is in applied topology. I'm currently learning about how topology can be used to understand neural connectivity at the Army Research Lab, continuing the work I did with the Maroulas Research Group. My PhD project was with DELTA, which looks at energy landscapes of alkanes and their persistent homology.
My research is in applied topology. I'm currently learning about how topology can be used to understand neural connectivity at the Army Research Lab, continuing the work I did with the Maroulas Research Group. My PhD project was with DELTA, which looks at energy landscapes of alkanes and their persistent homology.
Papers in Progress
Papers in Progress
A Methodology for Applying Mapper to EEG Data
Brittany Story, Zhibin Zhou, Ramesh Srinivasan, and Piotr J. Franaszczuk
Published Papers
Published Papers
DialectDecoder: Human/Machine Teaming for Bird Song Classification and Anomaly Detection
Brittany Story, Patrick Gillespie, Graham Derryberry, Elizabeth Derryberry, Nina Fefferman and Vasileios Maroulas
Ecological Informatics (2024)
A Topological Deep Learning Framework for Neural Spike Train Decoding
Edward Mitchell, Brittany Story, David Boothe, Piotr J. Franaszczuk, Vasileios Maroulas
Biophysical Journal (2024)
Additive energy functions have predictable landscape topologies
Brittany Story, Biswajit Sadhu, Henry Adams, and Aurora Clark
The Journal of Chemical Physics (2023)
Support vector machines and Radon's theorem
Henry Adams, Elin Farnell, and Brittany Story
Foundations of Data Science (2022)
A Survey of Mathematical Structures for Lunar Networks
Alan G. Hylton, Robert Short, Jacob Cleveland, Sriram Gopalakrishnan, Micheal Moy, Devavrat Vivek Dabke, Brittany Story, Robert Cardona,
Robert Green, Justin Curry, Olivia Freides, Zara Memon
IEEE Aerospace Conference (2022)
The Impact of Changes in Resolution on the Persistent Homology of Images
Teresa Heiss, Sarah Tymochko, Brittany Story, Adélie Garin, Hoa Bui, Bea Bleile, Vanessa Robins
Workshop on Applications of TDA to Big Data at IEEE BigData (2021)
A torus model for optical flow
Henry Adams, Johnathan Bush, Brittany Carr, Lara Kassab, and Joshua Mirth.
Pattern Recognition Letters, 129 Topological Analysis and Recognition (2020)
Books
Books
Molecular Representations for Machine Learning
Grier Jones, Brittany Story, Vasileios Maroulas, and Konstantinos D. Vogiatzis
ACS In Focus -- American Chemical Society (2023)
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