Research


Publications and Preprints

See Google Scholar for an up-to-date list of publications.

Sech, Justin; DeLucia, Alexandra, Buzcak, Anna L; Dredze, Mark. Civil Unrest on Twitter (CUT): A Dataset of Tweets to Support Research on Civil Unrest. The 6th Workshop on Noisy User-generated Text (W-NUT). November 2020. PDF Code

DeLucia, Alexandra; Mueller, Aaron; Li, Xiang “Lisa”; Sedoc, João. Decoding Methods for Neural Narrative Generation. arXiv. October 2020. PDF Code

DeLucia, Alexandra, and Baseman, Elisabeth. Early Prediction of High Performance Computing Job Outcomes via Modeling System Text Logs. Machine Learning for Computing Systems (MLCS) Workshop, Supercomputing. November 2020. PDF

DeLucia, Alexandra, and Baseman, Elisabeth. Work in Progress: Topic Modeling for HPC Job State Prediction. Machine Learning for Computing Systems Workshop, ACM High-Performance Parallel and Distributed Computing (HPDC). June 2018. PDF

Haque, Abida, DeLucia, Alexandra, and Baseman, Elisabeth. Markov Chain Modeling for Anomaly Detection in High Performance Computing System Logs. November 2017. PDF

Posters

DeLucia, Alexandra, and Moore, Elisabeth. Modeling High Performance Computing System Log Messages for Early Prediction of Job Outcome. NeurIPS co-located workshop Women in Machine Learning (WiML). Poster. December 2018. PDF

DeLucia, Alexandra, and Moore, Elisabeth. HPC Job Outcome Prediction: System Log Feature Extraction and Importance. Chesapeake Large Scale Analytics Conference (CLSAC). Invited Poster. November 2018. PDF

DeLucia, Alexandra, and Baseman, Elisabeth. High Performance Computing Job Outcome Prediction by Mining System Logs. Southern Data Science Conference (SDSC). Poster. April 2018. PDF

DeLucia, Alexandra, and Baseman, Elisabeth. Intelligent Anomaly Detection in High Performance Computing Logs via Machine Learning. Los Alamos National Laboratory Ultrascale Systems Research Center 2nd Annual Symposium. Poster. August 2017. PDF

Presentations

DeLucia, Alexandra; Mueller, Aaron; Li, Xiang; Sedoc, João. Decoding Strategies for Interactive Narrative Generation. Animal Crossing Artifical Intelligence Workshop (ACAI). Presentation. 23 July 2020. talk. slides.

DeLucia, Alexandra. High Performance Computing Job Outcome Prediction by Mining System Logs. Los Alamos National Laboratory Ultrascale Systems Research Center 3rd Annual Symposium. Presentation. August 2018. PDF

Senior Honor’s Thesis | Rollins College 2018

Alexandra DeLucia, advised by Julie Carrington and Elisabeth Baseman (Los Alamos National Lab). High Performance Computing Job Outcome Prediction By Mining System Logs. PDF