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researcher

G. Markkula

16 papers hereh-index 344k citations119 works total

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

author position
  • first author3
  • middle author8
  • last author5

Across the 16 of 16 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.CV2
  • cs.HC2
  • cs.RO2
  • q-bio.NC2
  • stat.AP1

identity via Semantic Scholar / OpenAlex

activity
20172023
most citedPedestrian Models for Autonomous Driving Part II: High-Level Models of Human Behavior

147 citations · 298 across the 15 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 19 cited

Beyond RMSE: Do machine-learned models of road user interaction produce human-like behavior?

Aravinda Ramakrishnan Srinivasan, Yi-Shin Lin, Morris Antonello +9

Autonomous vehicles use a variety of sensors and machine-learned models to predict the behavior of surrounding road users. Most of the machine-learned models in the literature focu…

cs.RO2022★ 7 cited

Models of human behavior for human-robot interaction and automated driving: How accurate do the models of human behavior need to be?

Gustav Markkula, Mehmet Dogar

There are many examples of cases where access to improved models of human behavior and cognition has allowed creation of robots which can better interact with humans, and not least…

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