On Global Modeling of Backbone Network Traffic. - Stilian Stoev; George Michailidis; Joel Vaughan (INFOCOM, 2010)

Global Modeling and Prediction of Computer Network Traffic - Stilian Stoev; George Michailidis; Joel Vaughan (CoRR, 2010)

Network-Wide Statistical Modeling, Prediction, and Monitoring of Computer Traffic. - Joel Vaughan; Stilian Stoev; George Michailidis (Technometrics, 2013)

Explainable Neural Networks based on Additive Index Models. - Joel Vaughan; Agus Sudjianto; Erind Brahimi; Jie Chen 054; Vijayan N. Nair (CoRR, 2018)

Adaptive Explainable Neural Networks (AxNNs). - Jie Chen 054; Joel Vaughan; Vijayan N. Nair; Agus Sudjianto (CoRR, 2020)

Supervised Machine Learning Techniques: An Overview with Applications to Banking. - Linwei Hu; Jie Chen 054; Joel Vaughan; Hanyu Yang; Kelly Wang; Agus Sudjianto; Vijayan N. Nair (CoRR, 2020)

Supervised Linear Dimension-Reduction Methods: Review, Extensions, and Comparisons. - Shaojie Xu; Joel Vaughan; Jie Chen 054; Agus Sudjianto; Vijayan N. Nair (CoRR, 2021)

Traversing the Local Polytopes of ReLU Neural Networks: A Unified Approach for Network Verification. - Shaojie Xu; Joel Vaughan; Jie Chen 054; Aijun Zhang; Agus Sudjianto (CoRR, 2021)

Interpretable Feature Engineering for Time Series Predictors using Attention Networks. - Tianjie Wang; Jie Chen 054; Joel Vaughan; Vijayan N. Nair (CoRR, 2022)

Quantifying Inherent Randomness in Machine Learning Algorithms. - Soham Raste; Rahul Singh; Joel Vaughan; Vijayan N. Nair (CoRR, 2022)

Behavior of Hyper-Parameters for Selected Machine Learning Algorithms: An Empirical Investigation. - Anwesha Bhattacharyya; Joel Vaughan; Vijayan N. Nair (CoRR, 2022)

Assessing Robustness of Machine Learning Models using Covariate Perturbations. - Arun Prakash R; Anwesha Bhattacharyya; Joel Vaughan; Vijayan N. Nair (CoRR, 2024)

Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations. - Yueyang Shen; Agus Sudjianto; Arun Prakash R; Anwesha Bhattacharyya; Maorong Rao; Yaqun Wang; Joel Vaughan; Nengfeng Zhou (CoRR, 2024)