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Gustav Markkula

5 papers hereh-index 4139 citations10 works total

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

author position
  • middle author2
  • last author3

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.HC3
  • cs.LG1
  • eess.SY1
same name
  • Gustav Markkula — 4 papers, h 4
  • Gustav Markkula — 3 papers, h 2

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
20242026
most citedValidation of human benchmark models for Automated Driving System approval: How competent and careful are they really?

10 citations · 11 across the 5 of their papers we have counts for

collaborators
Showing 2026Show all

2 papers · 1 filter

cs.LG2026

Improving Crash Frequency Prediction from Simulated Traffic Conflicts Using Machine Learning Based Microsimulation

Xian Liu, Carlo G. Prato, Gustav Markkula

Traffic microsimulation combined with surrogate safety measures has increasingly been used as a proactive alternative to historical crash data for predicting crash frequency for cu…

cs.HC2026

Knowing When to Move: Evidence Accumulation Models of Human Behavior in Traffic

Floor Bontje, Felix van Waveren, Leendert van Maanen +3

Evidence accumulation models provide a formal framework for studying decision making as a dynamic process unfolding over time. While these models have been extensively developed an…

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