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researcher

C. Rowat

9 papers hereh-index 11674 citations64 works total

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

author position
  • middle author4
  • last author5

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LO3
  • stat.ML2
  • cs.CE1
  • cs.GT1
  • cs.LG1
  • q-fin.MF1

identity via Semantic Scholar / OpenAlex

activity
20132021
most citedAsymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability

36 citations · 57 across the 9 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021

Interpretability in Safety-Critical FinancialTrading Systems

Gabriel Deza, Adelin Travers, Colin Rowat +1

Sophisticated machine learning (ML) models to inform trading in the financial sector create problems of interpretability and risk management. Seemingly robust forecasting models ma…

stat.ML2021★ 2 cited

Joint Shapley values: a measure of joint feature importance

Chris Harris, Richard Pymar, Colin Rowat

The Shapley value is one of the most widely used measures of feature importance partly as it measures a feature's average effect on a model's prediction. We introduce joint Shapley…

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