Research


Works in Progress

I am a post-bacc at Los Alamos National Lab (LANL) under Elisabeth Moore on the High Performance Computing Design team (USRC/HPC-DES). My project focuses on applying machine learning techniques to monitor high performance computing, specifically using system logs to predict the outcome of jobs. This work is a continuation of my summer 2017 internship under Moore and my senior honors thesis.

Publications

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

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. 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