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researcher

Alexey Ignatiev

Monash University

29 papers hereh-index 303.3k citations82 works total

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

author position
  • first author8
  • middle author19
  • last author2

Across the 29 of 29 papers where every author was matched, so the position is known.

fields
  • cs.AI19
  • cs.LG7
  • cs.LO3
affiliations
  • Monash University
HomepageORCID 0000-0002-4535-2902
same name
  • Alexey Ignatiev — 4 papers, h 6

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

activity
20162026
most citedOn Tackling Explanation Redundancy in Decision Trees

47 citations · 179 across the 22 of their papers we have counts for

collaborators
Showing 2019Show all

1 paper · 1 filter

cs.LG2019

On Validating, Repairing and Refining Heuristic ML Explanations

Alexey Ignatiev, Nina Narodytska, Joao Marques-Silva

Recent years have witnessed a fast-growing interest in computing explanations for Machine Learning (ML) models predictions. For non-interpretable ML models, the most commonly used…

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