Papers

Here, I highlight a sample of my recent research, including both published works and ongoing projects. For a complete listing, please refer to my Google Scholar.

In preparation and preprints

The causal effects of modified treatment policies under network interference
arXiv:2412.02105
Balkus SV, Delaney SW, Hejazi NS.

CausalTables.jl: Simulating and storing data for statistical causal inference in Julia
Under review at Journal of Open Source Software
Balkus SV, Hejazi NS.

Research articles

Federated fuzzy clustering for longitudinal health data
IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (2022).
Balkus SV, Fang H, Wang H.

A survey of collaborative machine learning using 5G vehicular communications
IEEE Communications Surveys & Tutorials (2022).
Balkus SV, Wang H, Cornet BD, Mahabal C, Ngo H, Fang H.

A review of harmonization methods for studying dietary patterns
Smart Health (2022).
Gurugubelli VS, Fang H, Shikany JM, Balkus SV, Rumbut J, Ngo H, Wang H, Allison JJ, Steffen NL.

A multi-level biosensor-based epidemic simulation model for COVID-19
IEEE Internet of Things Journal (2021).
Balkus SV, Fang H, Rumbut R, Moormann A, Boyer E.

Improving short text classification with augmented data using GPT-3
Natural Language Engineering (2023).
Balkus SV, Yan D.