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ORCIDSam Nallaperuma
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- affiliation: University of Cambridge, Electrical Engineering Division, Department of Engineering, UK
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Journal Articles
- 2024
[j4]Dilan Lasantha
, Sugandima Vidanagamachchi, Sam Nallaperuma:
CRIECNN: Ensemble convolutional neural network and advanced feature extraction methods for the precise forecasting of circRNA-RBP binding sites. Comput. Biol. Medicine 174: 108466 (2024)- 2023
- [j3]Dilan Lasantha, Sugandima Vidanagamachchi, Sam Nallaperuma:
Deep learning and ensemble deep learning for circRNA-RBP interaction prediction in the last decade: A review. Eng. Appl. Artif. Intell. 123(Part B): 106352 (2023) - 2022
- [j2]Josh W. Nevin, Sam Nallaperuma, Nikita A. Shevchenko, Zacharaya Shabka, Georgios Zervas, Seb J. Savory:
Techniques for applying reinforcement learning to routing and wavelength assignment problems in optical fiber communication networks. JOCN 14(9): 733-748 (2022) - [j1]Sam Nallaperuma, Zelin Gan, Josh W. Nevin, Mykyta S. Klymenko, Seb J. Savory:
Interpreting multi-objective reinforcement learning for routing and wavelength assignment in optical networks. JOCN 15(8): 497-506 (2022)
Conference and Workshop Papers
- 2024
- [c5]Akanksha Ahuja, Sam Nallaperuma Herzberg, Albert Rafel, Paul Wright, Andrew Lord, Seb J. Savory:
Topology-Driven Edge Predictions with Graph Machine Learning for Optical Network Growth. OFC 2024: 1-3 - [c4]Zelin Gan, Mykyta S. Klymenko, Sam Nallaperuma Herzberg, Seb J. Savory:
Fast and Accurate DNN-Based Approach in Maximizing Ultra-Wideband Fiber-Optic Systems Throughput. OFC 2024: 1-3 - 2021
- [c3]Sam Nallaperuma, Nikita A. Shevchenko, Seb J. Savory:
A Pareto-Optimality Based Multi-Objective Optimisation Approach to Assist Optical Network (Re-)Design Choices. ECOC 2021: 1-4 - [c2]Sam Nallaperuma, Nikita A. Shevchenko, Seb J. Savory:
Parameter Optimisation for Ultra-Wideband Optical Networks in the Presence of Stimulated Raman Scattering Effect. ONDM 2021: 1-6 - [c1]Nikita A. Shevchenko, Sam Nallaperuma, Seb J. Savory:
Ultra-Wideband Information Throughput Attained via Launch Power Allocation. ONDM 2021: 1-3
Informal and Other Publications
- 2022
- [i1]Josh W. Nevin, Sam Nallaperuma, Seb J. Savory:
Gaussian Process-Driven History Matching for Physical Layer Parameter Estimation in Optical Fiber Communication Networks. CoRR abs/2202.11700 (2022)
Coauthor Index
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