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2023

Porter, Fiona A. M. and Scaife, Anna M. M. (2023) Combining astrophysical datasets with CRUMB. In: Advances in Neural Information Processing Systems, 2023-12-10 - 2023-12-16.

Porter, Fiona A. M. and Scaife, Anna M. M. (2023) MiraBest : a data set of morphologically classified radio galaxies for machine learning. RAS Techniques and Instruments, 2 (1). pp. 293-306. ISSN 2752-8200

Bowles, Micah and Tang, Hongming and Vardoulaki, Eleni and Alexander, Emma L. and Luo, Yan and Rudnick, Lawrence and Walmsley, Mike and Porter, Fiona and Scaife, Anna M. M. and Slijepcevic, Inigo Val and Adams, Elizabeth A. K. and Drabent, Alexander and Dugdale, Thomas and Gürkan, Gülay and Hopkins, Andrew M. and Jimenez-Andrade, Eric F. and Leahy, Denis A. and Norris, Ray P. and Rahman, Syed Faisal ur and Ouyang, Xichang and Segal, Gary and Shabala, Stanislav S. and Wong, O. Ivy (2023) Radio Galaxy Zoo EMU : Towards a Semantic Radio Galaxy Morphology Taxonomy. Monthly Notices of the Royal Astronomical Society, 522 (2). pp. 2584-2600. ISSN 0035-8711

2022

Bowles, Micah and Tang, Hongming and Vardoulaki, Eleni and Luo, Yan and Rudnick, Lawrence and Walmsley, Mike and Porter, Fiona and Scaife, Anna M. M. and Slijepcevic, Inigo Val and Segal, Gary (2022) A new task : deriving semantic class targets for the physical sciences. In: Advances in Neural Information Processing Systems, 2023-12-10 - 2023-12-16.

Mohan, Devina and Scaife, Anna M. M. and Porter, Fiona and Walmsley, Mike and Bowles, Micah (2022) Quantifying uncertainty in deep learning approaches to radio galaxy classification. Monthly Notices of the Royal Astronomical Society, 511 (3). pp. 3722-3740. ISSN 0035-8711

2021

Scaife, Anna M. M. and Porter, Fiona (2021) Fanaroff-Riley classification of radio galaxies using group-equivariant convolutional neural networks. Monthly Notices of the Royal Astronomical Society, 503 (2). pp. 2369-2379. ISSN 0035-8711

Bastien, David J. and Scaife, Anna M. M. and Tang, Hongming and Bowles, Micah and Porter, Fiona (2021) Structured Variational Inference for Simulating Populations of Radio Galaxies. Monthly Notices of the Royal Astronomical Society, 503 (3). pp. 3351-3370. ISSN 0035-8711

2020

Bowles, Micah and Scaife, Anna M. M. and Porter, Fiona and Tang, Hongming and Bastien, David J. (2020) Attention-gating for improved radio galaxy classification. Monthly Notices of the Royal Astronomical Society, 501 (3). pp. 4579-4595. ISSN 0035-8711