Publications

Automating Large-Scale Detection and Classification of Larger Than Life Cellular Automata Patterns

Published in 2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC) , 2025

An automated approach in Lua to simullate, search, and classify dynamical pattern of Larger than Life cellular automata with the Golly software.

Recommended citation: B. Ismalej and K. M. Evans. (2025). "Automating Large-Scale Detection and Classification of Larger Than Life Cellular Automata Patterns." IEEE Computing and Communication Workshop and Conference (CCWC).

Machine Learning-Based GPU Energy Prediction for Workload Management in Datacenters

Published in 2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC) , 2025

A machine learning approach to predict GPU power usage and improve workload scheduling.

Recommended citation: B. Ismalej, M. Smith, and X. Jiang. (2025). "Machine Learning-Based GPU Energy Prediction for Workload Management in Datacenters." IEEE Computing and Communication Workshop and Conference (CCWC).

Evaluating Privacy and Utility of Synthetic Tabular Data with Membership Inference Attacks

Submitted to 2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS) , 2025

An empirical evaluation of privacy-utility tradeoffs of synthetic tabular data, using CTGAN, TVAE, and GaussianCopula.

Stress Detection Through Sleep-Based Physiological Signals: An Integrated Semi-Supervised and Supervised Approach

Submitted to 2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS) , 2025

An ML-based approach to forecast stress from sleep pattern data gathered from wearable devices.