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Kavarakuntla, Tulasi, Han, Liangxiu ORCID: https://orcid.org/0000-0003-2491-7473, Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036, Latham, Annabel ORCID: https://orcid.org/0000-0002-8410-7950, Kleerekoper, Anthony ORCID: https://orcid.org/0000-0002-3621-8568 and Akintoye, Samson B ORCID: https://orcid.org/0000-0001-5058-433X (2024) A generic performance model for deep learning in a distributed environment. IEEE Access, 12. pp. 8207-8219. ISSN 2169-3536

Akintoye, Samson B, Han, Liangxiu ORCID: https://orcid.org/0000-0003-2491-7473, Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036, Zhang, Xin ORCID: https://orcid.org/0000-0001-7844-593X, Dancey, Darren, Chen, Haoming and Zhang, Daoqiang (2023) Layer-wise partitioning and merging for efficient and scalable deep learning. Future Generation Computer Systems, 149. pp. 432-444. ISSN 0167-739X

Henry, John ORCID: https://orcid.org/0000-0003-3674-8208, Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036, Turner, Martin ORCID: https://orcid.org/0000-0003-1975-5561 and Kendrick, Connah (2023) On the robustness of machine learning models for stress and anxiety recognition from heart activity signals. IEEE Sensors Journal, 23 (13). pp. 14428-14436. ISSN 1530-437X

Lloyd, H ORCID: https://orcid.org/0000-0001-6537-4036, Crossley, M ORCID: https://orcid.org/0000-0001-5965-8147, Sinclair, M and Amos, M (2022) J-POP: Japanese Puzzles as Optimization Problems. IEEE Transactions on Games, 14 (3). pp. 391-402. ISSN 2475-1502

Peake, J, Amos, M, Costen, N ORCID: https://orcid.org/0000-0001-9454-8840, Masala, G and Lloyd, H ORCID: https://orcid.org/0000-0001-6537-4036 (2022) PACO-VMP: Parallel Ant Colony Optimization for Virtual Machine Placement. Future Generation Computer Systems: the international journal of grid computing: theory, methods and applications, 129. pp. 174-186. ISSN 0167-739X

Hammoudeh, M, Adebisi, B, Al-Fayez, F, Lloyd, H, Newman, R, Bounceur, A and Abuarqoub, A (2017) A Wireless Sensor Network Border Monitoring System: Deployment Issues and Routing Protocols. IEEE Sensors Journal, 14 (8). ISSN 1530-437X

Conference or Workshop Item

Kavarakuntla, Tulasi, Han, Liangxiu ORCID: https://orcid.org/0000-0003-2491-7473, Lloyd, huw ORCID: https://orcid.org/0000-0001-6537-4036, Latham, Annabel ORCID: https://orcid.org/0000-0002-8410-7950 and Akintoye, Samson B (2022) Performance Analysis of Distributed Deep Learning Frameworks in a Multi-GPU Environment. In: 2021 20th International Conference on Ubiquitous Computing and Communications, 20 December 2021 - 22 December 2021, London, UK.

Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036 (2020) Decentralized Parallel Ant Colony Optimization for Distributed Memory Systems. In: IEEE Scalable Computing and Communications Conference (ScalCom) 2019, 19 August 2019 - 23 August 2019, Leicester, UK.

Peake, Joshua, Amos, Martyn, Yiapanis, Paraskevas and Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036 (2019) Scaling Techniques for Parallel Ant Colony Optimization on Large Problem Instances. In: GECCO '19: Proceedings of the Genetic and Evolutionary Computation Conference, 13 July 2019 - 17 July 2019, Prague, Czech Republic.

Amos, Martyn, Crossley, Matthew ORCID: https://orcid.org/0000-0001-5965-8147 and Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036 (2019) Solving Nurikabe with Ant Colony Optimization. In: Genetic and Evolutionary Computation Conference (GECCO) 2019, 13 July 2019 - 17 July 2019, Prague, Czech Republic.

Lloyd, Huw ORCID: https://orcid.org/0000-0001-6537-4036 and Hammoudeh, Mohammad ORCID: https://orcid.org/0000-0003-1058-0996 (2019) A Distributed Cellular Automaton Algorithm for Barrier Formation in Mobile Sensor Networks. In: Wireless Days, 24 April 2019 - 26 April 2019, Manchester. (Unpublished)

Peake, J, Amos, M, Yiapanis, P and Lloyd, H (2018) Vectorized Candidate Set Selection for Parallel Ant Colony Optimization. In: Genetic and Evolutionary Computation Conference (GECCO '18), 15 July 2018 - 19 July 2018, Kyoto, Japan.

Lloyd, Huw and Amos, Martyn (2016) A Highly Parallelized and Vectorized Implementation of Max-Min Ant System on Intel Xeon Phi. In: IEEE Symposium Series on Computational Intelligence, 05 December 2016 - 09 December 2016, Athens.