User profiles for R.S. van Bergen

Ruben van Bergen

Senior Data Scientist, OnePlanet Research Center
Verified email at imec.nl
Cited by 682

[HTML][HTML] Going in circles is the way forward: the role of recurrence in visual inference

RS van Bergen, N Kriegeskorte - Current Opinion in Neurobiology, 2020 - Elsevier
Highlights • Neural network models of vision are dominated by feedforward architectures. •
Biological vision, by contrast, exhibits abundant recurrent processing. • The computational …

Sensory uncertainty decoded from visual cortex predicts behavior

RS Van Bergen, W Ji Ma, MS Pratte, JFM Jehee - Nature neuroscience, 2015 - nature.com
Bayesian theories of neural coding propose that sensory uncertainty is represented by a
probability distribution encoded in neural population activity, but direct neural evidence …

Perceptual learning selectively refines orientation representations in early visual cortex

…, S Ling, JD Swisher, RS van Bergen… - Journal of …, 2012 - Soc Neuroscience
Although practice has long been known to improve perceptual performance, the neural basis
of this improvement in humans remains unclear. Using fMRI in conjunction with a novel …

Probabilistic representation in human visual cortex reflects uncertainty in serial decisions

RS Van Bergen, JFM Jehee - Journal of Neuroscience, 2019 - Soc Neuroscience
How does the brain represent the reliability of its sensory evidence? Here, we test whether
sensory uncertainty is encoded in cortical population activity as the width of a probability …

Subjective confidence reflects representation of Bayesian probability in cortex

LS Geurts, JRH Cooke, RS van Bergen… - Nature Human …, 2022 - nature.com
What gives rise to the human sense of confidence? Here we tested the Bayesian hypothesis
that confidence is based on a probability distribution represented in neural population …

Modeling correlated noise is necessary to decode uncertainty

RS Van Bergen, JFM Jehee - Neuroimage, 2018 - Elsevier
Brain decoding algorithms form an important part of the arsenal of analysis tools available to
neuroscientists, allowing for a more detailed study of the kind of information represented in …

[HTML][HTML] Dual strategies in human confidence judgments

A Bertana, A Chetverikov, RS van Bergen… - Journal of …, 2021 - jov.arvojournals.org
Although confidence is commonly believed to be an essential element in decision-making, it
remains unclear what gives rise to one's sense of confidence. Recent Bayesian theories …

TAFKAP: An improved method for probabilistic decoding of cortical activity

RS Van Bergen, JFM Jehee - BioRxiv, 2021 - biorxiv.org
Cortical activity can be difficult to interpret. Neural responses to the same stimulus vary
between presentations, due to random noise and other sources of variability. This unreliable …

Publisher Correction: Subjective confidence reflects representation of Bayesian probability in cortex

LS Geurts, JRH Cooke, RS van Bergen… - Nature Human …, 2022 - nature.com
Correction to: Nature Human Behaviour https://doi. org/10.1038/s41562-021-01247-w,
published online 20 January 2022. In the version of this article initially published, there were …

Object-based active inference

RS van Bergen, P Lanillos - International Workshop on Active Inference, 2022 - Springer
The world consists of objects: distinct entities possessing independent properties and dynamics.
For agents to interact with the world intelligently, they must translate sensory inputs into …