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researcher

Fiona A. M. Porter

8 papers hereh-index 6101 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author4
  • last author2

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • astro-ph.IM5
  • astro-ph.GA2
  • astro-ph.CO1

identity via Semantic Scholar / OpenAlex

activity
20212023
most citedFanaroff-Riley classification of radio galaxies using group-equivariant convolutional neural networks

43 citations · 131 across the 8 of their papers we have counts for

collaborators
Showing 2023Show all

3 papers · 1 filter

astro-ph.IM2023

Combining astrophysical datasets with CRUMB

Fiona A. M. Porter, Anna M. M. Scaife

At present, the field of astronomical machine learning lacks widely-used benchmarking datasets; most research employs custom-made datasets which are often not publicly released, ma…

astro-ph.IM2023★ 1 cited

MiraBest: A Dataset of Morphologically Classified Radio Galaxies for Machine Learning

Fiona A. M. Porter, Anna M. M. Scaife

The volume of data from current and future observatories has motivated the increased development and application of automated machine learning methodologies for astronomy. However,…

astro-ph.GA2023★ 11 cited

Radio Galaxy Zoo EMU: Towards a Semantic Radio Galaxy Morphology Taxonomy

Micah Bowles, Hongming Tang, Eleni Vardoulaki +20

We present a novel natural language processing (NLP) approach to deriving plain English descriptors for science cases otherwise restricted by obfuscating technical terminology. We…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.