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2024

Thng, Gladi and Shen, Xueyi and Stolicyn, Aleks and Adams, Mark J. and Yeung, Hon Wah and Batziou, Venia and Conole, Eleanor L. S. and Buchanan, Colin R. and Lawrie, Stephen M. and Bastin, Mark E. and McIntosh, Andrew M. and Deary, Ian J. and Tucker-Drob, Elliot M. and Cox, Simon R. and Smith, Keith M. and Romaniuk, Liana and Whalley, Heather C. (2024) A comprehensive hierarchical comparison of structural connectomes in Major Depressive Disorder cases v. controls in two large population samples. Psychological Medicine. ISSN 0033-2917

Yeung, Hon Wah and Stolicyn, Aleks and Shen, Xueyi and Adams, Mark and Romaniuk, Liana and Thng, Gladi and Buchanan, Colin R. and Tucker-Drob, Elliot M. and Bastin, Mark E. and McIntosh, Andrew M. and Cox, Simon R. and Smith, Keith M. and Whalley, Heather C. (2024) Classification accuracy of structural and functional connectomes across different depressive phenotypes. Imaging Neuroscience, 2. pp. 1-24. ISSN 2837-6056

2023

Maurya, Shivam and Yeung, Hon Wah and Smith, Keith Malcolm (2023) Exploring the efficacy of a graph classification GNN in learning non-linear graph metrics. In: Complex Networks 2023, 2023-11-28 - 2023-11-30.

Yeung, Hon Wah and Stolicyn, Aleks and Buchanan, Colin R. and Tucker-Drob, Elliot M. and Bastin, Mark E. and Luz, Saturnino and McIntosh, Andrew M. and Whalley, Heather C. and Cox, Simon R. and Smith, Keith (2023) Predicting sex, age, general cognition and mental health with machine learning on brain structural connectomes. Human Brain Mapping, 44 (5). pp. 1913-1933. ISSN 1065-9471

2022

Clark, Ruaridh A and Parra, Mario A and Smith, Keith and Escudero, Javier and Ibañez, Agustín and McGeown, William J and Macdonald, Malcolm (2022) Functional alignments in brain connectivity networks. In: Complex Networks 2022 : The 11th International Conference on Complex Networks and their Applications, 2022-11-08 - 2022-11-10, University of Palermo.

Clark, Ruaridh A. and Smith, Keith and Escudero, Javier and Ibáñez, Agustín and Parra, Mario A. (2022) Robust assessment of EEG connectivity patterns in mild cognitive impairment and Alzheimer's disease. Frontiers in Neuroimaging, 1. 924811. ISSN 2813-1193

2021

Klein, Brennan and Holmér, Ludvig and Smith, Keith M. and Johnson, Mackenzie M. and Swain, Anshuman and Stolp, Laura and Teufel, Ashley I. and Kleppe, April S. (2021) A computational exploration of resilience and evolvability of protein–protein interaction networks. Communications Biology, 4. 1352. ISSN 2399-3642

Yeung, Hon Wah and Shen, Xueyi and Stolicyn, Aleks and de Nooij, Laura and Harris, Mathew A. and Romaniuk, Liana and Buchanan, Colin R. and Waiter, Gordon D. and Sandu, Anca-Larisa and McNeil, Christopher J. and Murray, Alison and Steele, J. Douglas and Campbell, Archie and Porteous, David and Lawrie, Stephen M. and McIntosh, Andrew M. and Cox, Simon R. and Smith, Keith M. and Whalley, Heather C. (2021) Spectral clustering based on structural magnetic resonance imaging and its relationship with major depressive disorder and cognitive ability. European Journal of Neuroscience, 54 (6). pp. 6281-6303. ISSN 0953-816X

Blesa, Manuel and Galdi, Paola and Cox, Simon R. and Sullivan, Gemma and Stoye, David Q. and Lamb, Gillian J. and Quigley, Alan J. and Thrippleton, Michael J. and Escudero, Javier and Bastin, Mark E. and Smith, Keith M. and Boardman, James P. (2021) Hierarchical complexity of the macro-scale neonatal brain. Cerebral Cortex, 31 (4). pp. 2071-2084. ISSN 1047-3211

Valdés Hernández, Maria del C. and Smith, Keith and Bastin, Mark E. and Nicole Amft, E. and Ralston, Stuart H. and Wardlaw, Joanna M. and Wiseman, Stewart J. (2021) Brain network reorganisation and spatial lesion distribution in systemic lupus erythematosus. Lupus, 30 (2). pp. 285-298. ISSN 1477-0962

Zhang, Huayu and Ferguson, Amy and Robertson, Grant and Jiang, Muchen and Zhang, Teng and Sudlow, Cathie and Smith, Keith and Rannikmae, Kristiina and Wu, Honghan (2021) Benchmarking network-based gene prioritization methods for cerebral small vessel disease. Briefings in Bioinformatics, 22 (5). bbab006. ISSN 1467-5463

Smith, Keith Malcolm (2021) Explaining the emergence of complex networks through log-normal fitness in a Euclidean node similarity space. Scientific Reports, 11. 1976. ISSN 2045-2322

2020

Yeung, Hon Wah and Luz, Saturnino and Cox, Simon R. and Buchanan, Colin R. and Whalley, Heather C. and Smith, Keith M.; (2020) Pipeline comparisons of convolutional neural networks for structural connectomes : predicting sex across 3,152 participants. In: 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS . IEEE, CAN, pp. 1692-1695. ISBN 9781728119908

Smith, Keith M. and Escudero, Javier (2020) Normalised degree variance. Applied Network Science, 5 (1). 32. ISSN 2364-8228

2019

Smith, Keith M. (2019) On neighbourhood degree sequences of complex networks. Scientific Reports, 9 (1). pp. 1-11. 8340. ISSN 2045-2322

Smith, Keith and Bastin, Mark E. and Cox, Simon R. and Valdes Hernandez, Maria and Wiseman, Stewart and Escudero, Javier and Sudlow, Catherine (2019) Hierarchical complexity of the adult human structural connectome. NeuroImage, 191. pp. 205-215. ISSN 1053-8119

2017

Smith, Keith and Abásolo, Daniel and Escudero, Javier (2017) Accounting for the complex hierarchical topology of EEG phase-based functional connectivity in network binarisation. PLoS ONE, 12 (10). e0186164. ISSN 1932-6203

Smith, Keith and Escudero, Javier (2017) The complex hierarchical topology of EEG functional connectivity. Journal of Neuroscience Methods, 276. pp. 1-12. ISSN 0165-0270