I’m an open science proponent. To contribute to reproducible science I strive to make as much of the research output publicly available. I’m trying to spread these practices more widely as a reviewer, by asking authors to publish the code and the data.

  • [GitHub]: Most of my code lives here, including research-related code
  • [ORCID]: Unique researcher ID
  • [Google Scholar]: As it says on the tin
  • [Publons]: Some of my reviews are listed here
  • [OSF]: I used it to make the files related to some of my cognitive science research projects publicly available (data, code, etc)

Work in Progress

  • Hrvoje Stojic, Alan Saul, William Cowley & Sebastian Popescu “High throughput Bayesian optimisation with uncertainty aware deep neural networks”

  • Hrvoje Stojic, Alessandro Vullo, William Cowley, Henry B. Moss & Victor Picheny “Scalable multi-output active learning for level-set estimation”

  • Hrvoje Stojic & Victor Picheny “Scaling multi-objective Bayesian optimization to very large batches”

Out and about

  • Victor Picheny, Joel Berkley, Henry B. Moss, Hrvoje Stojic et al. “Trieste: Efficiently Exploring The Depths of Black-box Functions with TensorFlow”. [arXiv, pdf]

  • Pantelis P. Analytis, Francesco Cerigioni, Alexandros Gelastopoulos & Hrvoje Stojic. “Sequential Choice and Self-Reinforcing Ranking”. [BSE Working Paper 1318, pdf]

  • Alexandros Gelastopoulos, Pantelis P. Analytis & Hrvoje Stojic. (In press). “Ranking-based rich-get-richer processes”. Annals of Applied Probability. [arXiv preprint, pdf]

  • *Dimitrije Markovic, *Hrvoje Stojic, Sarah Schwoebel, & Stefan J. Kiebel (2021). “An empirical evaluation of active inference in multi-armed bandits” Neural Networks , 144, 229-246. (* equal contribution). [DOI:10.1016/j.neunet.2021.08.018, pdf] [data & code]

  • Jacob L. Orquin, Erik S. Lahm & Hrvoje Stojic (2021). “The visual environment, attention and decision making” Psychological Bulletin, 147 (6), 597-617. [DOI:10.1037/bul0000328, pdf]

  • John A. McLeod, Hrvoje Stojic, Vincent Adam, Dongho Kim, Jordi Grau-Moya, Peter Vrancx & Felix Leibfried. “Bellman: A Toolbox for Model-based Reinforcement Learning in TensorFlow”. [arXiv, pdf] [Bellman]

  • Hrvoje Stojic, Jacob Orquin, Peter Dayan, Raymond Dolan, & Maarten Speekenbrink (2020). “Uncertainty in learning, choice and visual fixation”. Proceedings of the National Academy of Sciences, 117 (6), 3291-3300. [DOI: 10.1073/pnas.1911348117] [PsyArXiv preprint] [data & code]

  • Hrvoje Stojic, Eric Schulz, Pantelis P. Analytis, & Maarten Speekenbrink (2020). “It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options”. Journal of Experimental Psychology: General, 149 (10), 1878-1907. [DOI: 10.1037/xge0000749] [PsyArXiv preprint] [data & code]

  • Hrvoje Stojic, Henrik Olsson, & Pantelis P. Analytis (2020). “Linear integration and lexicographic models of choice: A cue weight learning perspective”. Journal of Experimental Psychology: Learning, Memory, Cognition, 46 (10), 1836-1856. [PsyArXiv preprint] [data & code]

  • Oscar Esteban et al. (2020). “Analysis of task-based functional MRI data preprocessed with fMRIPrep”. Nature Protocols [BioRXiv preprint, pdf]

  • Ranoua Bouchouicha, Lachlan Deer, Ashraf Eid, Peter McGee, Daniel Schoch, Hrvoje Stojic, Jolanda Ygosse-Battisti & Ferdinand M. Vieider (2019). “Gender Effects for Loss Aversion: Yes, No, Maybe?”. Journal of Risk and Uncertainty, 59 (2), 171-184. [DOI: 10.1007/s11166-019-09315-3]

  • Hrvoje Stojic, Eran Eldar, Hassan Bassam, Peter Dayan, & Raymond Dolan (2018). “Are you sure about that? On the origins of confidence in concept learning”. In: Proceedings of the Cognitive Computational Neuroscience Conference. 1-4. [pdf]

  • Pantelis P. Analytis, Hrvoje Stojic, Alexandros Gelastopoulos, & Mehdi Moussaid (2017). “Diversity of preferences can increase collective welfare in sequential exploration problems”. In: Proceedings of the 5th Collective Intelligence Conference. 1-4. [pdf] [code]

  • Hrvoje Stojic (2017). “[Re] How learning can guide evolution”. ReScience, 3 (1). DOI: 10.5281/zenodo.890884 [pdf] [code]

  • Hrvoje Stojic, Pantelis P. Analytis & Maarten Speekenbrink (2015). “Human behavior in contextual multi-armed bandit problems”. In: Proceedings of the 37th Annual Conference of the Cognitive Science Society. Austin, TX, US: Cognitive Science Society, 2290-2295. [pdf] [data]

  • Pantelis P. Analytis, Hrvoje Stojic, Alexandros Gelastopoulos, and Mehdi Moussaid (2015). “The collective dynamics of sequential search in markets for cultural products”. Santa Fe Institute Discussion Paper, 15-06-023. [pdf]

  • Ferdinand M. Vieider, Lubomir Cingl, Peter Martinsson & Hrvoje Stojic (2013). “Separating attitudes towards money from attitudes towards probabilities: Stake effects and ambiguity as a test for prospect theory”. WBZ Discussion Paper, SP II 2013–401. [pdf]

Theses

  • Hrvoje Stojic (2017). “Strategy selection and function learning in decision making”. Published PhD thesis, Universitat Pompeu Fabra. [pdf]

  • Hrvoje Stojic, Michael R. Anreiter & Jose A.C. Martinez (2011). “An Experimental Test of the Dual Self Model”. Unpublished MSc thesis, Barcelona Graduate School of Economics. [pdf]