
Mohannad Elhamod
Clinical Assistant Professor, Information Systems
Publications
Elhamod, M., Karpatne, A. (2024). “Neuro-visualizer: a novel auto-encoder-based loss landscape visualization method with an application in knowledge-guided machine learning”,
Elhamod, M., Khurana, M., Manogaran, H., Uyeda, J., Balk, M., Dahdul, W., Bakis, Y., Bart, H., Mabee, P., Lapp, H., Balhoff, J., Charpentier, C., Carlyn, D., Chao, W., Stewart, C., Rubenstein, D., Berger-Wolf, T., Karpatne, A. (2023). “Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks”, Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining 3966-3978
Elhamod, M., Bu, J., Singh, C., Redell, M., Ghosh, A., Podolskiy, V., Lee, W., Karpatne, A. (2022). “CoPhy -PGNN: Learning Physics-guided Neural Networks with Competing Loss Functions for Solving Eigenvalue Problems”, ACM Transactions on Intelligent Systems and Technology, 13 (6), 1-23
Elhamod, M., Diamond, K., Maga, A., Bakis, Y., Bart, H., Mabee, P., Dahdul, W., Leipzig, J., Greenberg, J., Avants, B., Karpatne, A. (2022). “Hierarchy-guided neural network for species classification”, Methods in Ecology and Evolution, 13 (3), 642-652
Elhamod, M., Levine, M. (2013). “Automated Real-Time Detection of Potentially Suspicious Behavior in Public Transport Areas”, IEEE Transactions on Intelligent Transportation Systems, 14 (2), 688-699
Elhamod, M., Levine, M. (2012). “Real-Time Semantics-Based Detection of Suspicious Activities in Public Spaces”, 2012 Ninth Conference on Computer and Robot Vision 268-275