HR publications online mode: research directory
student@hobbsresearch:~$ ./publications --list

Publications

Publications and research outputs in machine learning, interpretability, distributed algorithms, wireless networks, and computational biology.

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peer-reviewed-output articles and conference papers
2024

Engravings, Secrets, and Interpretability of Neural Networks

Nathaniel Hobbs, Periklis A. Papakonstantinou, and Jaideep Vaidya

IEEE Transactions on Emerging Topics in Computing, 12(4), 1093–1104.

Neural networks, interpretability, hidden behavior, model analysis.

2012

Deterministic Distributed Data Aggregation under the SINR Model

Nathaniel Hobbs, Yuexuan Wang, Qiang-Sheng Hua, Dongxiao Yu, and Francis C. M. Lau

Theory and Applications of Models of Computation, TAMC 2012. Lecture Notes in Computer Science, vol. 7287, pp. 385–399.

Distributed algorithms, wireless networks, data aggregation, SINR interference model.

2012

Phylogenetic Tree Reconstruction with Protein Linkage

Junjie Yu, Henry C. M. Leung, Siu Ming Yiu, Yong Zhang, Francis Y. L. Chin, Nathan Hobbs, and Amy Y. X. Wang

Bioinformatics Research and Applications, ISBRA 2012. Lecture Notes in Computer Science, vol. 7292, pp. 315–327.

Computational biology, phylogenetic reconstruction, protein linkage.