Adams RP, MacKay DJ (2007) Bayesian online changepoint detection. Cambridge, UK:
University of Cambridge Technical Report.
Armel KC, Beaumel A, Rangel A (2008) Biasing simple choices by manipulating relative visual attention. Judgment and Decision Making 3:396-403.
Basten U, Biele G, Heekeren HR, Fiebach CJ (2010) How the brain integrates costs and benefits during decision making. Proc Natl Acad Sci U S A 107:21767-21772.
Becker GM, Degroot MH, Marschak J (1964) Measuring utility by a single‐response sequential method. Behav Sci 9:226-232.
Behrens TE, Woolrich MW, Walton ME, Rushworth MF (2007) Learning the value of information in an uncertain world. Nat Neurosci 10:1214-1221.
Bogacz R, Brown E, Moehlis J, Holmes P, Cohen JD (2006) The physics of optimal decision making: a formal analysis of models of performance in two-alternative forced-choice tasks.
Psychol Rev 113:700-765.
Bogacz R (2007) Optimal decision-making theories: linking neurobiology with behaviour. Trends Cogn Sci 11:118-125.
Boorman ED, Behrens TE, Woolrich MW, Rushworth MF (2009) How green is the grass on the other side? Frontopolar cortex and the evidence in favor of alternative courses of action. Neuron 62:733-743.
Brett M, Anton JL, Valabregue R, Poline JB (2002) Region of interest analysis using an SPM toolbox. In: Eighth International Conference on Functional Mapping of the Human Brain, Sendai, Japan, June 2-6.
Chib V, Rangel A, Shimojo S, O’Doherty JP (2009) Evidence for a common representation of decision values for dissimilar goods in human ventromedial prefrontal cortex. J Neurosci 29:12315-12320.
Clithero JA, Rangel A (2013) Informatic parcellation of the network involved in the computation of subjective value. Social Cogn Affect Neurosci 9:1289-1302.
Cools R, Clark L, Owen AM, Robbins TW (2002) Defining the neural mechanisms of probabilistic reversal learning using event-related functional magnetic resonance imaging. J Neurosci 22:4563-4567.
Cox RW, Chen G, Glen DR, Reynolds RC, Taylor PA (2017) FMRI cluestering in AFNI: false positive rates redux. Brain connect 7:152-171.
Daw ND, Niv Y, Dayan P (2005) Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nat Neurosci 8:1704-1711.
Daw ND, O’Doherty JP, Dayan P, Dolan RJ, Seymour B (2006) Cortical substrates for exploratory decisions in humans. Nature 441:876-879.
Deichmann R, Gottfried J, Hutton C, Turner R (2003) Optimized EPI for fMRI studies of the orbitofrontal cortex. Neuroimage 19:430-441.
De Martino B, Fleming SM, Garrett N, Dolan RJ (2013a) Confidence in value-based choice. Nat Neurosci 16:105-110.
De Martino B, O’Doherty JP, Ray D, Bossaerts P, Camerer C (2013b) In the mind of the market:
Theory of mind biases value computation during financial bubbles. Neuron 79:1222-1231.
Dunne S, O’Doherty JP (2013) Insights from the application of computational neuroimaging to social neuroscience. Curr Opin Neurobiol 23:387-392.
Forstmann BU, Ratcliff R, Wagenmakers EJ (2016) Sequential sampling models in cognitive neuroscience: Advantages, applications, and extensions. Annu Rev Psychol 67:641-666.
Gläscher J, Hampton AN, O’Doherty JP (2009a) Determining a role for ventromedial prefrontal cortex in encoding action-based value signals during reward-related decision making. Cereb Cortex 19:483-495.
Gläscher J (2009b) Visualization of group inference data in functional neuroimaging.
Neuroinformatics 7:73-82.
Gluth S, Rieskamp J, Büchel C (2012) Deciding when to decide: time-variant sequential sampling models explain the emergence of value-based decisions in the human brain. J Neurosci 32:10686-10698.
Gold JI, Shadlen MN (2007) The neural basis of decision making. Annu Rev Neurosci 30:535- 574.
Hampton AN, Bossaerts P, O’Doherty JP (2006) The role of the ventromedial prefrontal cortex in abstract state-based inference during decision making in humans. J Neurosci 26:8360-8367.
Hampton AN, Bossaerts P, O’Doherty JP (2008) Neural correlates of mentalizing-related computations during strategic interactions in humans. Proc Natl Acad Sci USA 105:6741- 6746.
Hare T, Schultz W, Camerer CF, O’Doherty JP, Rangel A (2011) Transformation of stimulus value signals into motor commands during simple choice. Proc Natl Acad Sci USA 108:18120-18125.
Heekeren HR, Marrett S, Bandettini PA, Ungerleider LG (2004) A general mechanism for perceptual decision-making in the human brain. Nature 431:859-862.
Heekeren HR, Marrett S, Ruff DA, Bandettini PA, Ungerleider LG (2006) Involvement of human left dorsolateral prefrontal cortex in perceptual decision making is independent of response modality. Proc Natl Acad Sci USA 103:10023-10028.
Heekeren HR, Marrett S, Ungerleider LG (2008) The neural systems that mediate human perceptual decision making. Nat Rev Neurosci 9:467-479.
Hunt LT, Kolling N, Soltani A, Woolrich MW, Rushworth MFS, Behrens TEJ (2012) Mechanisms underlying cortical activity during value-guided choice. Nat Neurosci 15:470-476.
Hunt LT, Dolan RJ, Behrens TE (2014) Hierarchical competitions subserving multi-attribute choice. Nat Neurosci 17:1613-1622.
Jazayeri M, Shadlen MN (2010) Temporal context calibrates interval timing. Nat Neurosci 13:1020-1026.
Jocham G, Hunt LT, Near J, Behrens TE (2012) A mechanism for value-guided choice based on the excitation-inhibition balance in prefrontal cortex. Nat Neurosci 15:960-961.
Kim H (2014) Involvement of the dorsal and ventral attention networks in oddball stimulus processing: a meta‐analysis. Hum Brain Mapp 35:2265-2284.
Krajbich I, Armel C, Rangel A (2010) Visual fixations and the computation and comparison of value in simple choice. Nat Neurosci 13:1292-1298.
Krajbich I, Rangel A (2011) Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions. Proc Natl Acad Sci U S A 108:13852- 13857.
Krajbich I, Lu D, Camerer C, Rangel A (2012) The attentional drift-diffusion model extends to simple purchasing decisions. Front Cogn Sci 3:193.
Krugel L, Biele G, Mohr P, Li S, Heekeren HR (2009) Genetic variation in dopaminergic neuromodulation influences the ability to rapidly and flexibly adapt decisions. Proc Natl Acad Sci USA 106:17591-17596.
Larsen T, O’Doherty JP (2014) Uncovering the spatio-temporal dynamics of value-based decision-making in the human brain: a combined fMRI–EEG study. Philos Trans R Soc Lond B: Biol Sci 369(1655), 20130473.
Lee SW, Shimojo S, O’Doherty JP (2014) Neural computations underlying arbitration between model-based and model-free learning. Neuron 81:687-699.
Lim SL, O’Doherty JP, Rangel A (2011) The decision value computations in the vmPFC and striatum use a relative value code that is guided by visual attention. J Neurosci 31:13214-13223.
Lopez-Persem A, Domenech P, Pessiglione M (2016) How prior preferences determine decision- making frames and biases in the human brain. Elife 5:e20317.
McGuire JT, Nassar MR, Gold JI, Kable JW (2014) Functionally dissociable influences on learning rate in a dynamic environment. Neuron 84:870-881.
McNamee D, Rangel A, O’Doherty JP (2013) Category-dependent and category-independent goal- value codes in human ventromedial prefrontal cortex. Nat Neurosci 16:479-485.
Mulder MJ, Van Maanen L, Forstmann BU (2014) Perceptual decision neurosciences–a model- based review. Neuroscience 277:872-884.
Nassar MR, Wilson RC, Heasly B, Gold JI (2010) An approximately Bayesian delta-rule model explains the dynamics of belief updating in a changing environment. J Neurosci 30:12366- 12378.
Nassar MR, Rumsey KM, Wilson RC, Parikh K, Heasly B, Gold JI (2012) Rational regulation of learning dynamics by pupil-linked arousal systems. Nat Neurosci 15:1040-1046.
O’Doherty JP, Dayan P, Friston K, Critchley H, Dolan RJ (2003) Temporal difference models and reward-related learning in the human brain. Neuron 38:329-337.
O’Doherty JP, Hampton A, Kim H (2007) Model‐based fMRI and its application to reward learning and decision making. Ann N Y Acad Sci 1104:35-53.
O’Doherty JP, Cockburn J, Pauli WM (2017) Learning, reward, and decision making. Annu Rev Psychol 68:73-100.
O’Reilly JX, Jbabdi S, Behrens TE (2012) How can a Bayesian approach inform neuroscience?
Eur J Neurosci 35:1169-1179.
Payzan-LeNestour E, Dunne S, Bossaerts P, O’Doherty JP (2013) The neural representation of unexpected uncertainty during value-based decision making. Neuron 79:191-201.
Pisauro A, Fouragnan E, Retzler C, Philiastides M (2017) Neural correlates of evidence accumulation during value-based decisions revealed via simultaneous EEG-fMRI. Nat Commun 8:1-9.
Plassmann H, O’Doherty JP, Rangel A (2007) Orbitofrontal cortex encodes willingness to pay in everyday economic transactions. J Neurosci 27:9984-9988.
Polanía R, Krajbich I, Grueschow M, Ruff CC (2014) Neural oscillations and synchronization differentially support evidence accumulation in perceptual and value-based decision making.
Neuron 82:709-720.
Polanía R, Moisa M, Opitz A, Grueschow M, Ruff CC (2015) The precision of value-based choices depends causally on fronto-parietal phase coupling. Nat Commun 6:8090.
Rangel A, Hare T (2010) Neural computations associated with goal-directed choice. Curr Opin Neurobiol 20:262-270.
Ratcliff R (1978) A theory of memory retrieval. Psychol Rev 85:59-108.
Ratcliff R, McKoon G (2008) The diffusion decision model: theory and data for two-choice decision tasks. Neural Comput 20:873-922.
Ratcliff R, Smith PL, Brown SD, McKoon G (2016) Diffusion decision model: current issues and history. Trends Cogn Sci 20:260-281.
Rodriguez CA, Turner BM, Van Zandt T, McClure SM (2015) The neural basis of value accumulation in intertemporal choice. Eur J Neurosci 42:2179-2189.
Roitman JD, Shadlen MN (2002) Response of neurons in the lateral intraparietal area during a combined visual discrimination reaction time task. J Neurosci 22:9475-9489.
Rushworth MF, Behrens TE (2008) Choice, uncertainty and value in prefrontal and cingulate cortex.
Nat Neurosci 11:389-397.
Shadlen MN, Newsome WT (2001) Neural basis of a perceptual decision in the parietal cortex (area LIP) of the rhesus monkey. J Neurophysiol 86:1916-1936.
Stephan KE, Penny WD, Daunizeau J, Moran RJ, Friston KJ (2009) Bayesian model selection for group studies. Neuroimage 46:1004-1017.
Summerfield C, Behrens TE, Koechlin E (2011) Perceptual classification in a rapidly changing environment. Neuron 71:725-736.
Summerfield C, Tsetsos K (2012) Building bridges between perceptual and economic decision- making: Neural and computational mechanisms. Front Neurosci 6:1-20.
Suzuki S, Harasawa N, Ueno K, Gardner JL, Ichinohe N, Haruno M, Cheng K, Nakahara H (2012) Learning to simulate others’ decisions. Neuron 74:1125-1137.
Suzuki S, Adachi R, Dunne S, Bossaerts P, O’Doherty JP (2015) Neural mechanisms underlying human consensus decision-making. Neuron 86:591-602.
Suzuki S, Jensen ELS, Bossaerts P, O’Doherty JP (2016) Behavioral contagion during learning about another agent’s risk-preferences acts on the neural representation of decision-risk.
Proc Natl Acad Sci USA 113:3755-3760.
Tavares G, Perona P, Rangel A (2017) The attentional drift diffusion model of simple perceptual decision-making. Front Neurosci 11:468.