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Gustav Markkula

4 papers hereh-index 5203 citations11 works total

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

author position
  • middle author1
  • last author3

Across the 4 of 4 papers where every author was matched, so the position is known.

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

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

collaborators

4 papers

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…

cs.HC2025

Looking for an out: Affordances, uncertainty and collision avoidance behavior of human drivers

Leif Johnson, Johan Engström, Aravinda Srinivasan +2

Understanding collision avoidance behavior is of key importance in traffic safety research and for designing and evaluating advanced driver assistance systems and autonomous vehicl…

cs.HC2025

Automated Brake Onset Detection in Naturalistic Driving Data

Shu-Yuan Liu, Johan Engström, Gustav Markkula

Response timing measures play a crucial role in the assessment of automated driving systems (ADS) in collision avoidance scenarios, including but not limited to establishing human…

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