Hi, my name is Scott, and I’m a mathematics Ph.D. working in Machine Learning. Professionally, I specialize in applying machine learning and statistical techniques to solving business problems and producing measurable outcomes at scale. Otherwise, in no particular order, I enjoy cooking, random artistic pursuits, watching television and reading.
Selected Papers
Kim, Yejin, Scott Rome, Kevin Foley, Mayur Nankani, Rimon Melamed, Javier Morales, Abhay Yadav, Maria Peifer, Sardar Hamidian, and H Howie Huang. 2024. “Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users.” In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation. (Accepted).
Rome, Scott, Sardar Hamidian, Richard Walsh, Kevin Foley, and Ferhan Ture. 2022. “Learning to Rank Instant Search Results with Multiple Indices: A Case Study in Search Aggregation for Entertainment.” In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, 3412–16.
Rome, Scott, Tianwen Chen, Michael Kreisel, and Ding Zhou. 2021. “Lessons on Off-Policy Methods from a Notification Component of a Chatbot.” Machine Learning 110 (9): 2577–2602.
Other Publications
Cakoni, Fioralba, Shari Moskow, and Scott Rome. 2018. “Asymptotic Expansions of Transmission Eigenvalues for Small Perturbations of Media with Generally Signed Contrast.” Inverse Problems & Imaging 12 (4).
Harris, Isaac, and Scott Rome. 2017. “Near Field Imaging of Small Isotropic and Extended Anisotropic Scatterers.” Applicable Analysis 96 (10): 1713–36.
Ambrose, David M, Jay Gopalakrishnan, Shari Moskow, and Scott Rome. 2017. “Scattering of Electromagnetic Waves by Thin High Contrast Dielectrics Ii: Asymptotics of the Electric Field and a Method for Inversion.” Communications in Mathematical Sciences 15 (4): 1041–53.
Cakoni, Fioralba, Shari Moskow, and Scott Rome. 2015. “The Perturbation of Transmission Eigenvalues for Inhomogeneous Media in the Presence of Small Penetrable Inclusions.” Inverse Probl. Imaging 9 (3): 725–48.
Note: On pure and applied mathematics publications, names are listed alphabetically by convention in defiance of other fields.