Corinne Jones

Corinne Jones

Sr. Data Scientist
Academia
(Alumni)

Corinne joined the SDSC as a senior data scientist in December 2020. She graduated with a PhD in Statistics from the University of Washington in 2020. Her doctoral research focused on representation learning for partitioning problems. Prior to her PhD, she obtained bachelor's degrees in Math, Statistics, and Economics, along with a master's degree in Economics, from Penn State University. Her research interests include deep learning and kernel-based methods, with applications in fields ranging from computer vision to oceanography.

Projects

CLIMIS4AVAL

In Progress
Real-time cleansing of snow and weather data for operational avalanche forecasting
Energy, Climate & Environment

4D-Brains

Completed
Extracting Activity from Large 4D Whole-Brain Image Datasets
Biomedical Data Science

EconMultiplex

Completed
Multiplex Networks in International Trade
Digital Administration

Publications

Jones, C.; Barzegar-Keshteli, M.; Gross, A.; Obozinski, G.; Rahi, S. J."A Graph Matching Approach to Tracking Neurons in Freely-Moving C. elegans"
Egger, P.; Jones, C."Co-Exportation of Products by Multi-Product Firms"
Jones, C.; Barzegar-Keshteli, M.; Gross, A.; Obozinski, G.; Rahi, S. J."A Graph Matching Approach to Tracking Neurons in Freely-Moving C. elegans"
Egger, P.; Jones, C."Co-Exportation of Products by Multi-Product Firms"
Jones, C.; Roulet, V.; Harchaoui, Z."Revisiting Convolutional Neural Networks from the Viewpoint of Kernel-Based Methods"324.01237-1247
Jones, C.; Roulet, V.; Harchaoui, Z."Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data"3217.0
Egger, P.; Jones, C."Co-Exportation of Products by Multi-Product Firms"
Roulet, V.; Jones, C.; Harchaoui, Z."A Representation-Focused Training Algorithm for Deep Networks"
Jones, C.; Clayton, S.; Ribalet, F.; Armbrust, E. V.; Harchaoui, Z."A kernel-based change detection method to map shifts in phytoplankton communities measured by flow cytometry"129.01687-1698
Egger, P.; Jones, C."Co-Exportation of Products by Multi-Product Firms"
Park, C. F.; Barzegar-Keshteli, M.; Korchagina, K.; Delrocq, A.; Susoy, V.; Jones, C.; Samuel, A. D. T.; Rahi, S. J."Automated neuron tracking inside moving and deforming C. elegans using deep learning and targeted augmentation"

Mentioned in

Case Studies

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