Publications

2019
Jan Drugowitsch, André G. Mendonça, Zachary F. Mainen, and Alexandre Pouget. 11/2019. “Learning optimal decisions with confidence.” Proceedings of the National Academy of Sciences, 116, 49, Pp. 24872-24880. Publisher's Version
Haozhe Shan, Rubén Moreno-Bote, and Jan Drugowitsch. 9/20/2019. “A family of closed-form solutions for two-dimensional correlated diffusion processes.” Physical Review E, 100, 032132. Publisher's Version pdf
Johannes Bill, Hrag Pailian, Samuel J Gershman, and Jan Drugowitsch. 9/2019. “Hierarchical structure is employed by humans during visual motion perception.” bioRxiv doi:10.1101/758573 . Publisher's Version
Aurelien Weiss, Valerian Chambon, Jan Drugowitsch, and Valentin Wyart. 9/2019. “Interacting with volatile environments stabilizes hidden-state inference and its brain signatures.” bioRxiv doi:10.1101/755223 . Publisher's Version
Satohiro Tajima*, Jan Drugowitsch*, Nisheet Patel, and Alexandre Pouget. 8/5/2019. “Optimal policy for multi-alternative decisions.” Nature Neuroscience, 22, Pp. 1503-1511. Publisher's Version pdf
Jan Drugowitsch. 6/2019. “VBLinLogit: Variational Bayesian linear and logistic regression.” Journal of Open Source Software, 4, 38, Pp. 1359. Publisher's Version
Marion Rouault, Jan Drugowitsch, and Etienne Koechlin. 1/2019. “Prefrontal mechanisms combining rewards and beliefs in human decision-making.” Nature Communications, 10, Pp. 1-16. Publisher's Version pdf
2018
André G. Mendonça*, Jan Drugowitsch*, M. Inês Vicente, Eric DeWitt, Alexandre Pouget, and Zachary F. Mainen. 12/2018. “The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs.” bioRxiv doi:10.1101/501858 . Publisher's Version
2017
Ramon Nogueira, Juan M. Abolafia, Jan Drugowitsch, Emili Balaguer-Ballester, Maria Sanchez-Vives, and Rubén Moreno-Bote. 3/24/2017. “Lateral orbitofrontal cortex anticipates choices and integrates prior with current information.” Nature Communications, 8. pdf
2016
Jan Drugowitsch, Valentin Wyart, Anne-Dominique Devauchelle, and Etienne Koechlin. 12/2016. “Computational precision of mental inference as critical source of human choice suboptimality.” Neuron, 92, Pp. 1-14. pdf
Satohiro Tajima*, Jan Drugowitsch*, and Alexandre Pouget. 8/2016. “Optimal policy for value-based decision-making.” Nature Communications, 7:12400, Pp. 1-12. pdf
Jan Drugowitsch. 5/2016. “Becoming confident in the statistical nature of human confidence judgments.” Neuron, 90, Pp. 425-427. pdf
Alexandre Pouget, Jan Drugowitsch, and Adam Kepecs. 2016. “Confidence and certainty: distinct probabilistic quantities for different goals.” Nature Neuroscience, 19, 3, Pp. 366-374. pdf
Jan Drugowitsch. 2016. “Fast and accurate Monte Carlo sampling of first-passage times from Wiener diffusion models.” Scientific Reports, 6, 20490. pdf
Iñigo Arandia-Romero, Seiji Tanabe, Jan Drugowitsch, Adam Kohn, and Rubén Moreno-Bote. 2016. “Multiplicative and additive modulation of neuronal tuning with population activity affects encoded information.” Neuron, 89, Pp. 1-12. pdf
2015
Rubén Moreno-Bote and Jan Drugowitsch. 2015. “Causal Inference and Explaining Away in a Spiking Network.” Scientific Reports, 5, 17531. pdf
Jan Kneissler, Jan Drugowitsch, Karl Friston, and Martin V Butz. 2015. “Simultaneous learning and filtering without delusions: a Bayes-optimal derivation of combining predictive inference and adaptive filtering.” Frontiers in Computational Neuroscience, 9, 47. pdf
Jan Drugowitsch, Gregory C DeAngelis, Dora E Angelaki, and Alexandre Pouget. 2015. “Tuning the speed-accuracy trade-off to maximize reward rate in multisensory decision-making.” eLife, 10.7554/eLife.06678. pdf
2014
Jan Drugowitsch, Rubén Moreno-Bote, and Alexandre Pouget. 2014. “Optimal decision-making with time-varying evidence reliability.” In Advances in Neural Information Processing Systems, edited by Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence, and K.Q. Weinberger, 27: Pp. 748-756. Montreal, CA: Curran Associates, Inc. pdf
Jan Drugowitsch, Gregory C DeAngelis, Eliana M Klier, Dora E Angelaki, and Alexandre Pouget. 2014. “Optimal multisensory decision-making in a reaction-time task.” eLife, 2014;3:e03005. pdf

Pages