{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T03:17:28Z","timestamp":1777605448931,"version":"3.51.4"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1008863","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2021,4,7]],"date-time":"2021-04-07T00:00:00Z","timestamp":1617753600000}}],"reference-count":95,"publisher":"Public Library of Science (PLoS)","issue":"3","license":[{"start":{"date-parts":[[2021,3,26]],"date-time":"2021-03-26T00:00:00Z","timestamp":1616716800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100005801","name":"Facebook","doi-asserted-by":"crossref","id":[{"id":"10.13039\/100005801","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100008483","name":"NOMIS Foundation","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100008483","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>Simple choices (e.g., eating an apple vs. an orange) are made by integrating noisy evidence that is sampled over time and influenced by visual attention; as a result, fluctuations in visual attention can affect choices. But what determines what is fixated and when? To address this question, we model the decision process for simple choice as an information sampling problem, and approximate the optimal sampling policy. We find that it is optimal to sample from options whose value estimates are both high and uncertain. Furthermore, the optimal policy provides a reasonable account of fixations and choices in binary and trinary simple choice, as well as the differences between the two cases. Overall, the results show that the fixation process during simple choice is influenced dynamically by the value estimates computed during the decision process, in a manner consistent with optimal information sampling.<\/jats:p>","DOI":"10.1371\/journal.pcbi.1008863","type":"journal-article","created":{"date-parts":[[2021,3,26]],"date-time":"2021-03-26T17:47:52Z","timestamp":1616780872000},"page":"e1008863","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":104,"title":["Fixation patterns in simple choice reflect optimal information sampling"],"prefix":"10.1371","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7687-5987","authenticated-orcid":true,"given":"Frederick","family":"Callaway","sequence":"first","affiliation":[]},{"given":"Antonio","family":"Rangel","sequence":"additional","affiliation":[]},{"given":"Thomas 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Griffiths","year":"2015","journal-title":"Topics in Cognitive Science"},{"key":"pcbi.1008863.ref036","article-title":"Resource-Rational Analysis: Understanding Human Cognition as the Optimal Use of Limited Computational Resources","author":"F Lieder","year":"2019","journal-title":"Behavioral and Brain Sciences"},{"issue":"6245","key":"pcbi.1008863.ref037","doi-asserted-by":"crossref","DOI":"10.1126\/science.aac6076","article-title":"Computational Rationality: A Converging Paradigm for Intelligence in Brains, Minds, and Machines","volume":"349","author":"SJ Gershman","year":"2015","journal-title":"Science"},{"key":"pcbi.1008863.ref038","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/S0167-2231(99)00013-5","article-title":"Stickiness","volume":"49","author":"CA Sims","year":"1998","journal-title":"Carnegie-Rochester Conference Series on Public Policy"},{"issue":"August","key":"pcbi.1008863.ref039","first-page":"1","article-title":"Behavioral Implications of Rational Inattention with Shannon Entropy","author":"A Caplin","year":"2013","journal-title":"NBER Working Paper"},{"issue":"4","key":"pcbi.1008863.ref040","doi-asserted-by":"crossref","first-page":"700","DOI":"10.1037\/0033-295X.113.4.700","article-title":"The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced-choice tasks","volume":"113","author":"R Bogacz","year":"2006","journal-title":"Psychological Review"},{"issue":"7","key":"pcbi.1008863.ref041","doi-asserted-by":"crossref","first-page":"1786","DOI":"10.1162\/neco.2010.12-08-930","article-title":"Decision Confidence and Uncertainty in Diffusion Models with Partially Correlated Neuronal Integrators","volume":"22","author":"R Moreno-Bote","year":"2010","journal-title":"Neural Computation"},{"issue":"11","key":"pcbi.1008863.ref042","doi-asserted-by":"crossref","first-page":"3612","DOI":"10.1523\/JNEUROSCI.4010-11.2012","article-title":"The Cost of Accumulating Evidence in Perceptual Decision Making","volume":"32","author":"J Drugowitsch","year":"2012","journal-title":"Journal of Neuroscience"},{"issue":"February","key":"pcbi.1008863.ref043","first-page":"1","article-title":"Perceptual decision making: drift-diffusion model is equivalent to a Bayesian model","volume":"8","author":"S Bitzer","year":"2014","journal-title":"Frontiers in Human Neuroscience"},{"key":"pcbi.1008863.ref044","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/ncomms12400","article-title":"Optimal policy for value-based decision-making","volume":"7","author":"S Tajima","year":"2016","journal-title":"Nature Communications"},{"issue":"9","key":"pcbi.1008863.ref045","doi-asserted-by":"crossref","first-page":"1503","DOI":"10.1038\/s41593-019-0453-9","article-title":"Optimal policy for multi-alternative decisions","volume":"22","author":"S Tajima","year":"2019","journal-title":"Nature Neuroscience"},{"issue":"12","key":"pcbi.1008863.ref046","doi-asserted-by":"crossref","first-page":"3651","DOI":"10.1257\/aer.20150742","article-title":"Speed, accuracy, and the optimal timing of choices","volume":"108","author":"D Fudenberg","year":"2018","journal-title":"American Economic Review"},{"issue":"7","key":"pcbi.1008863.ref047","doi-asserted-by":"crossref","first-page":"542","DOI":"10.1016\/j.tics.2020.04.004","article-title":"What Are Memories For? The Hippocampus Bridges Past Experience with Future Decisions","volume":"24","author":"N Biderman","year":"2020","journal-title":"Trends in Cognitive Sciences"},{"key":"pcbi.1008863.ref048","doi-asserted-by":"crossref","first-page":"undefined","DOI":"10.7554\/eLife.46080","article-title":"The Hippocampus Supports Deliberation during Value-Based Decisions","volume":"8","author":"A Bakkour","year":"2019","journal-title":"eLife"},{"key":"pcbi.1008863.ref049","author":"S Wang","year":"2020","journal-title":"Mixing memory and desire: How memory reactivation supports deliberative decision-making"},{"issue":"3","key":"pcbi.1008863.ref050","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1109\/TSSC.1968.300126","article-title":"The Economic Value of Analysis and Computation","volume":"4","author":"JE Matheson","year":"1968","journal-title":"IEEE Transactions on Systems Science and Cybernetics"},{"issue":"1-3","key":"pcbi.1008863.ref051","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1016\/0004-3702(91)90015-C","article-title":"Principles of metareasoning","volume":"49","author":"S Russell","year":"1991","journal-title":"Artificial Intelligence"},{"key":"pcbi.1008863.ref052","unstructured":"Hay N, Russell S, Tolpin D, Shimony SE. Selecting Computations: Theory and Applications. In: Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence. UAI\u201912. Arlington, Virginia, USA: AUAI Press; 2012. p. 346\u2013355."},{"key":"pcbi.1008863.ref053","unstructured":"Callaway F, Gul S, Krueger P, Griffiths TL, Lieder F. Learning to select computations. In: Uncertainty in Artificial Intelligence: Proceedings of the Thirty-Fourth Conference; 2018."},{"issue":"2","key":"pcbi.1008863.ref054","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1016\/S0896-6273(02)00971-6","article-title":"Banburismus and the Brain: Decoding the Relationship between Sensory Stimuli, Decisions, and Reward","volume":"36","author":"JI Gold","year":"2002","journal-title":"Neuron"},{"issue":"3","key":"pcbi.1008863.ref055","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1257\/aer.91.3.351","article-title":"Economic choices","volume":"91","author":"D McFadden","year":"2001","journal-title":"American Economic Review"},{"issue":"1","key":"pcbi.1008863.ref056","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41467-019-12931-x","article-title":"Goal Congruency Dominates Reward Value in Accounting for Behavioral and Neural Correlates of Value-Based Decision-Making","volume":"10","author":"R Fr\u00f6mer","year":"2019","journal-title":"Nature Communications"},{"issue":"3","key":"pcbi.1008863.ref057","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1038\/nn.3017","article-title":"Mechanisms Underlying Cortical Activity during Value-Guided Choice","volume":"15","author":"LT Hunt","year":"2012","journal-title":"Nature Neuroscience"},{"issue":"3","key":"pcbi.1008863.ref058","doi-asserted-by":"crossref","first-page":"709","DOI":"10.1016\/j.neuron.2014.03.014","article-title":"Neural Oscillations and Synchronization Differentially Support Evidence Accumulation in Perceptual and Value-Based Decision Making","volume":"82","author":"R Polan\u00eda","year":"2014","journal-title":"Neuron"},{"issue":"2","key":"pcbi.1008863.ref059","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1037\/dec0000075","article-title":"Evidence for the Speed\u2013Value Trade-off: Human and Monkey Decision Making Is Magnitude Sensitive","volume":"5","author":"A Pirrone","year":"2018","journal-title":"Decision"},{"issue":"1","key":"pcbi.1008863.ref060","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1111\/nyas.12957","article-title":"The attention habit: How reward learning shapes attentional selection","volume":"1369","author":"BA Anderson","year":"2016","journal-title":"Annals of the New York Academy of Sciences"},{"issue":"2","key":"pcbi.1008863.ref061","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1037\/0033-295X.85.2.59","article-title":"A theory of memory retrieval","volume":"85","author":"R Ratcliff","year":"1978","journal-title":"Psychological Review"},{"issue":"1","key":"pcbi.1008863.ref062","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1037\/a0030776","article-title":"Disentangling Decision Models: From Independence to Competition","volume":"120","author":"AR Teodorescu","year":"2013","journal-title":"Psychological Review"},{"issue":"3","key":"pcbi.1008863.ref063","doi-asserted-by":"crossref","first-page":"432","DOI":"10.1037\/0033-295X.100.3.432","article-title":"Decision Field Theory: A Dynamic-Cognitive Approach to Decision Making in an Uncertain Environment","volume":"100","author":"JR Busemeyer","year":"1993","journal-title":"Psychological Review"},{"key":"pcbi.1008863.ref064","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cogpsych.2015.11.002","article-title":"A new framework for modeling decisions about changing information: The Piecewise Linear Ballistic Accumulator model","volume":"85","author":"WR Holmes","year":"2016","journal-title":"Cognitive psychology"},{"issue":"12","key":"pcbi.1008863.ref065","doi-asserted-by":"crossref","first-page":"1810","DOI":"10.1037\/xge0000482","article-title":"Attention and Choice across Domains","volume":"147","author":"SM Smith","year":"2018","journal-title":"Journal of Experimental Psychology 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Trueblood","year":"2014","journal-title":"Psychological Review"},{"issue":"3","key":"pcbi.1008863.ref077","doi-asserted-by":"crossref","first-page":"1331","DOI":"10.1037\/a0035159","article-title":"Rigorously testing multialternative decision field theory against random utility models","volume":"143","author":"NAJ Berkowitsch","year":"2014","journal-title":"Journal of Experimental Psychology: General"},{"key":"pcbi.1008863.ref078","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.cognition.2017.06.007","article-title":"An attentional drift diffusion model over binary-attribute choice","volume":"168","author":"G Fisher","year":"2017","journal-title":"Cognition"},{"key":"pcbi.1008863.ref079","doi-asserted-by":"crossref","DOI":"10.3389\/fpsyg.2012.00193","article-title":"The Attentional Drift-Diffusion Model Extends to Simple Purchasing Decisions","volume":"3","author":"I Krajbich","year":"2012","journal-title":"Frontiers in 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Neuroscience"},{"issue":"4","key":"pcbi.1008863.ref083","doi-asserted-by":"crossref","first-page":"1043","DOI":"10.1257\/aer.96.4.1043","article-title":"Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model","volume":"96","author":"X Gabaix","year":"2006","journal-title":"American Economic Review"},{"issue":"2","key":"pcbi.1008863.ref084","doi-asserted-by":"crossref","first-page":"166","DOI":"10.1509\/jmr.13.0288","article-title":"A bounded rationality model of information search and choice in preference measurement","volume":"52","author":"L Yang","year":"2015","journal-title":"Journal of Marketing Research"},{"issue":"1","key":"pcbi.1008863.ref085","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1137\/141000671","article-title":"Julia: A fresh approach to numerical computing","volume":"59","author":"J Bezanson","year":"2017","journal-title":"SIAM review"},{"key":"pcbi.1008863.ref086","volume-title":"Reinforcement learning: An introduction","author":"RS Sutton","year":"2018"},{"key":"pcbi.1008863.ref087","unstructured":"Callaway F, Lieder F, Das P, Gul S, Krueger PM, Griffiths TL. A resource-rational analysis of human planning. In: Proceedings of the 40th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society; 2018."},{"issue":"1","key":"pcbi.1008863.ref088","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1109\/TSSC.1966.300074","article-title":"Information value theory","volume":"2","author":"RA Howard","year":"1966","journal-title":"IEEE Transactions on systems science and cybernetics"},{"issue":"2-3","key":"pcbi.1008863.ref089","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1023\/A:1013689704352","article-title":"Finite-time analysis of the multiarmed bandit problem","volume":"47","author":"P Auer","year":"2002","journal-title":"Machine learning"},{"issue":"4","key":"pcbi.1008863.ref090","first-page":"784","article-title":"On the distribution of points in a cube and the approximate evaluation of integrals","volume":"7","author":"IM Sobol\u2019","year":"1967","journal-title":"Zhurnal Vychislitel\u2019noi Matematiki i Matematicheskoi Fiziki"},{"issue":"2","key":"pcbi.1008863.ref091","doi-asserted-by":"crossref","first-page":"227","DOI":"10.3758\/s13423-013-0530-0","article-title":"A Generalized, Likelihood-Free Method for Posterior Estimation","volume":"21","author":"BM Turner","year":"2014","journal-title":"Psychonomic Bulletin and Review"},{"key":"pcbi.1008863.ref092","doi-asserted-by":"crossref","unstructured":"van Opheusden B, Acerbi L, Ma WJ. Unbiased and Efficient Log-Likelihood Estimation with Inverse Binomial Sampling. arXiv:200103985 [cs, q-bio, stat]. 2020;.","DOI":"10.1371\/journal.pcbi.1008483"},{"issue":"1","key":"pcbi.1008863.ref093","doi-asserted-by":"crossref","first-page":"e1002803","DOI":"10.1371\/journal.pcbi.1002803","article-title":"Approximate Bayesian Computation","volume":"9","author":"M Sunn\u00e5ker","year":"2013","journal-title":"PLOS Computational Biology"},{"issue":"7","key":"pcbi.1008863.ref094","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1016\/j.tree.2010.04.001","article-title":"Approximate Bayesian Computation (ABC) in Practice","volume":"25","author":"K Csill\u00e9ry","year":"2010","journal-title":"Trends in Ecology & Evolution"},{"issue":"Feb","key":"pcbi.1008863.ref095","first-page":"281","article-title":"Random search for hyper-parameter optimization","volume":"13","author":"J Bergstra","year":"2012","journal-title":"Journal of machine learning research"}],"updated-by":[{"DOI":"10.1371\/journal.pcbi.1008863","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2021,4,7]],"date-time":"2021-04-07T00:00:00Z","timestamp":1617753600000}}],"container-title":["PLOS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1008863","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,24]],"date-time":"2023-10-24T03:43:21Z","timestamp":1698119001000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1008863"}},"subtitle":[],"editor":[{"given":"Stefano","family":"Palminteri","sequence":"first","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,3,26]]},"references-count":95,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2021,3,26]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.1008863","relation":{"new_version":[{"id-type":"doi","id":"10.1371\/journal.pcbi.1008863","asserted-by":"object"}]},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,3,26]]}}}