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I. Styles

3 papers hereh-index 15 citations10 works total

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

author position
  • middle author1
  • last author1

Across the 2 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • math.PR1
same name
  • I. Styles — 2 papers, h 22

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedCan virtual staining for high-throughput screening generalize?

2 citations · 2 across the 1 of their papers we have counts for

collaborators

3 papers

cs.LG2026

A Proper Scoring Rule for Virtual Staining

Samuel Tonks, Steve Hood, Ryan Musso +5

Generative virtual staining (VS) models for high-throughput screening (HTS) can provide an estimated posterior distribution of possible biological feature values for each input and…

math.PR2024

A distance function for stochastic matrices

Antony R. Lee, Peter Tino, Iain Bruce Styles

Motivated by information geometry, a distance function on the space of stochastic matrices is advocated. Starting with sequences of Markov chains the Bhattacharyya angle is advocat…

cs.LG2024★ 2 cited

Can virtual staining for high-throughput screening generalize?

Samuel Tonks, Cuong Nguyen, Steve Hood +6

The large volume and variety of imaging data from high-throughput screening (HTS) in the pharmaceutical industry present an excellent resource for training virtual staining models.…

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