L. Albantakis and G. Deco, The encoding of alternatives in multiple-choice decision making, Proceedings of the National Academy of Sciences, pp.10308-10313, 2009.

F. Babiloni, F. Cincotti, F. Carducci, P. M. Rossini, and C. Babiloni, Spatial enhancement of EEG data by surface Laplacian estimation: the use of magnetic resonance imaging-based head models, Clinical Neurophysiology, vol.112, issue.5, pp.724-727, 2001.
DOI : 10.1016/S1388-2457(01)00494-1

R. Bogacz, E. Brown, J. Moehlis, P. Holmes, and J. D. Cohen, The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced-choice tasks., Psychological Review, vol.113, issue.4, pp.700-765, 2006.
DOI : 10.1037/0033-295X.113.4.700

B. Burle, C. A. Possamai, F. Vidal, M. Bonnet, and T. Hasbroucq, Executive control in the Simon effect: an electromyographic and distributional analysis, Psychological Research, vol.66, issue.4, pp.324-336, 2002.
DOI : 10.1007/s00426-002-0105-6

URL : https://hal.archives-ouvertes.fr/hal-01384935

B. Burle, C. Roger, S. Allain, F. Vidal, and T. Hasbroucq, Error Negativity Does Not Reflect Conflict: A Reappraisal of Conflict Monitoring and Anterior Cingulate Cortex Activity, Journal of Cognitive Neuroscience, vol.22, issue.9, pp.1637-1655, 2008.
DOI : 10.1037/0033-295X.111.4.931

URL : https://hal.archives-ouvertes.fr/hal-00320988

B. Burle, L. Spieser, C. Roger, L. Casini, T. Hasbroucq et al., Spatial and temporal resolutions of EEG: Is it really black and white? A scalp current density view, International Journal of Psychophysiology, vol.97, issue.3, pp.210-220, 2015.
DOI : 10.1016/j.ijpsycho.2015.05.004

URL : https://hal.archives-ouvertes.fr/hal-01309952

B. Burle, L. Spieser, M. Servant, and T. Hasbroucq, Distributional reaction time properties in the Eriksen task: marked differences or hidden similarities with the Simon task?, Psychonomic Bulletin & Review, vol.133, issue.5, pp.1003-1010, 2014.
DOI : 10.3758/s13423-013-0561-6

URL : https://hal.archives-ouvertes.fr/hal-01310090

B. Burle, W. P. Van-den-wildenberg, L. Spieser, and K. R. Ridderinkhof, Preventing (impulsive) errors: Electrophysiological evidence for online inhibitory control over incorrect responses, Psychophysiology, vol.40, issue.2
DOI : 10.1016/j.ijpsycho.2015.04.022

URL : https://hal.archives-ouvertes.fr/hal-01317925

B. Burle, F. Vidal, C. Tandonnet, and T. Hasbroucq, Physiological evidence for response inhibition in choice reaction time tasks, Brain and Cognition, vol.56, issue.2, pp.153-164, 2004.
DOI : 10.1016/j.bandc.2004.06.004

URL : https://hal.archives-ouvertes.fr/hal-01384905

G. E. Chatrian, E. Lettich, and P. L. Nelson, Modified Nomenclature for the ???10%??? Electrode System1, Journal of Clinical Neurophysiology, vol.5, issue.2, pp.183-186, 1988.
DOI : 10.1097/00004691-198804000-00005

A. K. Churchland, R. Kiani, and M. N. Shadlen, Decision-making with multiple alternatives, Nature Neuroscience, vol.78, issue.6, pp.693-702, 2008.
DOI : 10.1038/nn.2123

P. Cisek and J. F. Kalaska, Neural Mechanisms for Interacting with a World Full of Action Choices, Annual Review of Neuroscience, vol.33, issue.1, pp.269-298, 2010.
DOI : 10.1146/annurev.neuro.051508.135409

D. Clercq, W. Vergult, A. Vanrumste, B. Van-paesschen, W. Van-huffel et al., Canonical Correlation Analysis Applied to Remove Muscle Artifacts From the Electroencephalogram, IEEE Transactions on Biomedical Engineering, vol.53, issue.12, pp.2583-2587, 2006.
DOI : 10.1109/TBME.2006.879459

D. Jong, R. Liang, C. C. Lauber, and E. , Conditional and unconditional automaticity: A dual-process model of effects of spatial stimulus-response correspondence., Journal of Experimental Psychology: Human Perception and Performance, vol.20, issue.4, pp.731-750, 1994.
DOI : 10.1037/0096-1523.20.4.731

A. Delorme and S. Makeig, EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis, Journal of Neuroscience Methods, vol.134, issue.1, pp.9-21, 2004.
DOI : 10.1016/j.jneumeth.2003.10.009

T. H. Donner, M. Siegel, P. Fries, and A. K. Engel, Buildup of Choice-Predictive Activity in Human Motor Cortex during Perceptual Decision Making, Current Biology, vol.19, issue.18, pp.1581-1585, 2009.
DOI : 10.1016/j.cub.2009.07.066

C. W. Eriksen, M. G. Coles, L. R. Morris, and W. P. Hara, An electromyographic examination of response competition, Bulletin of the Psychonomic Society, vol.18, issue.3, pp.165-168, 1985.
DOI : 10.3758/BF03329816

A. Ferbert, A. Priori, J. C. Rothwell, B. L. Day, J. G. Colebatch et al., Interhemispheric inhibition of the human motor cortex., The Journal of Physiology, vol.453, issue.1, pp.525-546, 1992.
DOI : 10.1113/jphysiol.1992.sp019243

C. R. Fetsch, R. Kiani, W. T. Newsome, and M. N. Shadlen, Effects of Cortical Microstimulation on Confidence in a Perceptual Decision, Neuron, vol.83, issue.4, pp.797-804, 2014.
DOI : 10.1016/j.neuron.2014.07.011

A. S. Gevins, N. H. Morgan, S. L. Bressler, B. A. Cutillo, R. M. White et al., Human neuroelectric patterns predict performance accuracy, Science, vol.235, issue.4788, pp.580-585, 1987.
DOI : 10.1126/science.3810158

J. I. Gold and M. N. Shadlen, Representation of a perceptual decision in developing oculomotor commands, Nature, vol.404, issue.6776, pp.390-394, 2000.
DOI : 10.1038/35006062

J. I. Gold and M. N. Shadlen, The Neural Basis of Decision Making, Annual Review of Neuroscience, vol.30, issue.1, pp.535-574, 2007.
DOI : 10.1146/annurev.neuro.29.051605.113038

G. Gratton, M. G. Coles, E. J. Sirevaag, C. W. Eriksen, and E. Donchin, Pre- and poststimulus activation of response channels: A psychophysiological analysis., Journal of Experimental Psychology: Human Perception and Performance, vol.14, issue.3, pp.331-344, 1988.
DOI : 10.1037/0096-1523.14.3.331

S. Greenhouse and S. Geisser, On methods in the analysis of profile data, Psychometrika, vol.24, issue.2, pp.95-112, 1959.
DOI : 10.1007/BF02289823

D. P. Hanes and J. D. Schall, Neural Control of Voluntary Movement Initiation, Science, vol.274, issue.5286, pp.427-430, 1996.
DOI : 10.1126/science.274.5286.427

T. Hasbroucq, B. Burle, F. Vidal, and C. A. Possamai, Stimulus-hand correspondence and direct response activation: An electromyographic analysis, Psychophysiology, vol.23, issue.(23), pp.1160-1169, 2009.
DOI : 10.1111/j.1469-8986.2009.00865.x

URL : https://hal.archives-ouvertes.fr/hal-01384839

T. Hasbroucq, C. A. Possamai, M. Bonnet, and F. Vidal, Effect of the irrelevant location of the response signal on choice reaction time: An electromyographic study in humans, Psychophysiology, vol.36, issue.4, pp.522-526, 1999.
DOI : 10.1017/S0048577299001602

B. Hommel, Spontaneous decay of response-code activation, Psychological Research, vol.43, issue.4, pp.261-268, 1994.
DOI : 10.1007/BF00419656

B. Hommel, The Simon effect as tool and heuristic, Acta Psychologica, vol.136, issue.2, pp.189-202, 2011.
DOI : 10.1016/j.actpsy.2010.04.011

R. Hübner, Does attentional selectivity in global/local processing improve discretely or gradually?, Frontiers in Psychology, vol.5, pp.1-11, 2014.

R. Hübner, M. Steinhauser, and C. Lehle, A dual-stage two-phase model of selective attention., Psychological Review, vol.117, issue.3, pp.759-784, 2010.
DOI : 10.1037/a0019471

E. Jones, E. Oliphant, and P. Peterson, SciPy: Open source scientific tools for Python, 2001.

J. Kayser and C. E. Tenke, Issues and considerations for using the scalp surface Laplacian in EEG/ERP research: A tutorial review, International Journal of Psychophysiology, vol.97, issue.3, pp.189-209, 2015.
DOI : 10.1016/j.ijpsycho.2015.04.012

S. P. Kelly and R. G. Connell, Internal and External Influences on the Rate of Sensory Evidence Accumulation in the Human Brain, Journal of Neuroscience, vol.33, issue.50, pp.19434-19441, 2013.
DOI : 10.1523/JNEUROSCI.3355-13.2013

M. C. Keuken, L. Van-maanen, R. Bogacz, A. Schafer, J. Neumann et al., The subthalamic nucleus during decision-making with multiple alternatives, Human Brain Mapping, vol.34, issue.10, pp.4041-4052, 2015.
DOI : 10.1002/hbm.22896

R. Kiani and M. N. Shadlen, Representation of Confidence Associated with a Decision by Neurons in the Parietal Cortex, Science, vol.324, issue.5928, pp.759-764, 2009.
DOI : 10.1126/science.1169405

L. Koessler, L. Maillard, A. Benhadid, J. P. Vignal, J. Felblinger et al., Automated cortical projection of EEG sensors: Anatomical correlation via the international 10???10 system, NeuroImage, vol.46, issue.1, pp.64-72, 2009.
DOI : 10.1016/j.neuroimage.2009.02.006

F. P. Leite and R. Ratcliff, Modeling reaction time and accuracy of multiple-alternative decisions, Attention, Perception, & Psychophysics, vol.44, issue.1, pp.246-273, 2010.
DOI : 10.3758/APP.72.1.246

H. Leuthold, The Simon effect in cognitive electrophysiology: A short review, Acta Psychologica, vol.136, issue.2, pp.203-211, 2011.
DOI : 10.1016/j.actpsy.2010.08.001

H. Leuthold and H. Schröter, Electrophysiological evidence for response priming and conflict regulation in the auditory Simon task, Brain Research, vol.1097, issue.1, pp.167-180, 2006.
DOI : 10.1016/j.brainres.2006.04.055

G. Logan, Attention and automaticity in Stroop and priming tasks: Theory and data, Cognitive Psychology, vol.12, issue.4, pp.523-553, 1980.
DOI : 10.1016/0010-0285(80)90019-5

R. D. Luce, Response times, 1986.
DOI : 10.1093/acprof:oso/9780195070019.001.0001

J. W. Mauchly, Significance Test for Sphericity of a Normal $n$-Variate Distribution, The Annals of Mathematical Statistics, vol.11, issue.2, pp.204-209, 1940.
DOI : 10.1214/aoms/1177731915

C. Meckler, S. Allain, L. Carbonnell, T. Hasbroucq, B. Burle et al., Motor inhibition and response expectancy: A Laplacian ERP study, Biological Psychology, vol.85, issue.3, pp.386-392, 2010.
DOI : 10.1016/j.biopsycho.2010.08.011

URL : https://hal.archives-ouvertes.fr/hal-01384817

C. Meynier, B. Burle, C. A. Possamai, F. Vidal, and T. Hasbroucq, Neural inhibition and interhemispheric connections in two-choice reaction time: A Laplacian ERP study, Psychophysiology, vol.40, issue.4, pp.726-730, 2009.
DOI : 10.1111/j.1469-8986.2009.00818.x

URL : https://hal.archives-ouvertes.fr/hal-01384829

O. Connell, R. G. Dockree, P. M. Kelly, and S. P. , A supramodal accumulation-to-bound signal that determines perceptual decisions in humans, Nature Neuroscience, vol.2, issue.12, pp.1729-1735, 2012.
DOI : 10.1016/j.jneumeth.2003.10.009

J. W. Peirce, PsychoPy???Psychophysics software in Python, Journal of Neuroscience Methods, vol.162, issue.1-2, pp.8-13, 2007.
DOI : 10.1016/j.jneumeth.2006.11.017

F. Perrin, O. Bertrand, and J. Pernier, Scalp Current Density Mapping: Value and Estimation from Potential Data, IEEE Transactions on Biomedical Engineering, vol.34, issue.4, pp.283-288, 1987.
DOI : 10.1109/TBME.1987.326089

H. Piéron, Recherches sur les lois de variation des temps de latence sensorielle enfonction des intensités excitatrices, Année Psychologique, vol.22, pp.17-96, 1913.

P. Praamstra and R. Oostenveld, Attention and movement-related motor cortex activation: a high-density EEG study of spatial stimulus???response compatibility, Cognitive Brain Research, vol.16, issue.3, pp.309-322, 2003.
DOI : 10.1016/S0926-6410(02)00286-0

M. S. Pratte, J. N. Rouder, R. D. Morey, and C. Feng, Exploring the differences in distributional properties between Stroop and Simon effects using delta plots. Attention, Perception, & Psychophysics, pp.2013-2025, 2010.

B. A. Purcell, R. P. Heitz, J. Y. Cohen, J. D. Schall, G. D. Logan et al., Neurally constrained modeling of perceptual decision making., Psychological Review, vol.117, issue.4, pp.1113-1143, 2010.
DOI : 10.1037/a0020311

B. A. Purcell, J. D. Schall, G. D. Logan, and T. J. Palmeri, From Salience to Saccades: Multiple-Alternative Gated Stochastic Accumulator Model of Visual Search, Journal of Neuroscience, vol.32, issue.10, pp.3433-3446, 2012.
DOI : 10.1523/JNEUROSCI.4622-11.2012

R. Ratcliff, A theory of memory retrieval., Psychological Review, vol.85, issue.2, pp.59-108, 1978.
DOI : 10.1037/0033-295X.85.2.59

R. Ratcliff, Parameter variability and distributional assumptions in the diffusion model., Psychological Review, vol.120, issue.1, pp.281-292, 2013.
DOI : 10.1037/a0030775

R. Ratcliff, A. Cherian, and M. Segraves, A Comparison of Macaque Behavior and Superior Colliculus Neuronal Activity to Predictions From Models of Two-Choice Decisions, Journal of Neurophysiology, vol.90, issue.3, pp.1392-1407, 2003.
DOI : 10.1152/jn.01049.2002

R. Ratcliff and G. Mckoon, The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks, Neural Computation, vol.86, issue.4, pp.873-922, 2008.
DOI : 10.1523/JNEUROSCI.3733-05.2006

R. Ratcliff and P. L. Smith, A Comparison of Sequential Sampling Models for Two-Choice Reaction Time., Psychological Review, vol.111, issue.2, pp.333-367, 2004.
DOI : 10.1037/0033-295X.111.2.333

R. Ratcliff and J. J. Starns, Modeling confidence judgments, response times, and multiple choices in decision making: Recognition memory and motion discrimination., Psychological Review, vol.120, issue.3, pp.697-719, 2013.
DOI : 10.1037/a0033152

K. R. Ridderinkhof, Activation and suppression in conflict tasks: Empirical clarification through distributional analyses Common mechanisms in perception and action. Attention and performance, XIX, pp.494-519, 2002.

S. Roberts and H. Pashler, How persuasive is a good fit? A comment on theory testing., Psychological Review, vol.107, issue.2, pp.358-367, 2000.
DOI : 10.1037/0033-295X.107.2.358

J. D. Roitman and M. N. Shadlen, Response of neurons in the lateral intraparietal area during a combined visual discrimination reaction time task, Journal of Neuroscience, vol.22, pp.9475-9489, 2002.

R. Romo, A. Hernandez, A. Zainos, L. Lemus, and C. D. Brody, Neuronal correlates of decision-making in secondary somatosensory cortex, Nature Neuroscience, vol.5, issue.11, pp.1217-1225, 2002.
DOI : 10.1038/nn950

T. E. Roswarski and R. W. Proctor, The role of instructions, practice, and stimulus-hand correspondence on the Simon effect, Psychological Research, vol.67, pp.43-55, 2003.

J. D. Schall, On Building a Bridge Between Brain and Behavior, Annual Review of Psychology, vol.55, issue.1, pp.23-50, 2004.
DOI : 10.1146/annurev.psych.55.090902.141907

W. Schwarz and J. Miller, Response time models of delta plots with negative-going slopes, Psychonomic Bulletin & Review, vol.23, issue.4, pp.555-574, 2012.
DOI : 10.3758/s13423-012-0254-6

L. P. Selen, M. N. Shadlen, and D. M. Wolpert, Deliberation in the Motor System: Reflex Gains Track Evolving Evidence Leading to a Decision, Journal of Neuroscience, vol.32, issue.7, pp.2276-2286, 2012.
DOI : 10.1523/JNEUROSCI.5273-11.2012

M. Servant, A. Montagnini, and B. Burle, Conflict tasks and the diffusion framework: Insight in model constraints based on psychological laws, Cognitive Psychology, vol.72, pp.162-195, 2014.
DOI : 10.1016/j.cogpsych.2014.03.002

URL : https://hal.archives-ouvertes.fr/hal-01308931

M. Servant, C. White, A. Montagnini, and B. Burle, Using Covert Response Activation to Test Latent Assumptions of Formal Decision-Making Models in Humans, Journal of Neuroscience, vol.35, issue.28, pp.10371-10385, 2015.
DOI : 10.1523/JNEUROSCI.0078-15.2015

URL : https://hal.archives-ouvertes.fr/hal-01310094

J. R. Simon, A. M. Small, and . Jr, Processing auditory information: Interference from an irrelevant cue., Journal of Applied Psychology, vol.53, issue.5, pp.433-435, 1969.
DOI : 10.1037/h0028034

C. Tandonnet, B. Burle, F. Vidal, and T. Hasbroucq, Knowing when to respond and the efficiency of the cortical motor command: A Laplacian ERP study, Brain Research, vol.1109, issue.1, pp.158-163, 2006.
DOI : 10.1016/j.brainres.2006.06.052

URL : https://hal.archives-ouvertes.fr/hal-01384879

D. Y. Teller, Linking propositions, Vision Research, vol.24, issue.10, pp.1233-1246, 1984.
DOI : 10.1016/0042-6989(84)90178-0

R. Ulrich, H. Schröter, H. Leuthold, and T. Birngruber, Automatic and controlled stimulus processing in conflict tasks: Superimposed diffusion processes and delta functions, Cognitive Psychology, vol.78, pp.148-174, 2015.
DOI : 10.1016/j.cogpsych.2015.02.005

M. Usher and J. L. Mcclelland, Loss Aversion and Inhibition in Dynamical Models of Multialternative Choice., Psychological Review, vol.111, issue.3, pp.757-769, 2004.
DOI : 10.1037/0033-295X.111.3.757

F. Valle-inclan and M. Redondo, On the automaticity of ipsilateral response activation in the Simon effect, Psychophysiology, vol.35, issue.4, pp.366-371, 1998.
DOI : 10.1111/1469-8986.3540366

A. Vallesi, D. Mapelli, S. Schiff, P. Amodio, and C. Umilta, Horizontal and vertical Simon effect: different underlying mechanisms?, Cognition, vol.96, issue.1, pp.33-43, 2005.
DOI : 10.1016/j.cognition.2004.11.009

G. J. Van-boxtel, L. H. Geraats, M. M. Van-den-berg-lenssen, and C. H. Brunia, Detection of EMG onset in ERP research, Psychophysiology, vol.20, issue.4, pp.405-412, 1993.
DOI : 10.1016/0001-6918(90)90005-Z

R. Van-den-berg, K. Anandalingam, A. Zylberberg, R. Kiani, M. N. Shadlen et al., Author response image 2. Fits to alternative model 2 that uses a threshold on decision time to assign confidence (shorter decision times are more confident to match the data) and ignores BoE., eLife, vol.6, pp.1-21, 2016.
DOI : 10.7554/eLife.12192.018

W. P. Van-den-wildenberg, S. A. Wylie, B. U. Forstmann, B. Burle, T. Hasbroucq et al., To Head or to Heed? Beyond the Surface of Selective Action Inhibition: A Review, Frontiers in Human Neuroscience, vol.4, p.222, 2010.
DOI : 10.3389/fnhum.2010.00222

L. Van-maanen, R. P. Grasman, B. U. Forstmann, M. C. Keuken, S. D. Brown et al., Similarity and number of alternatives in the random-dot motion paradigm, pp.739-753, 2012.

F. Vidal, J. Grapperon, M. Bonnet, and T. Hasbroucq, The nature of unilateral motor commands in between-hand choice tasks as revealed by surface Laplacian estimation, Psychophysiology, vol.30, issue.5, pp.796-805, 2003.
DOI : 10.1016/S0301-0511(99)00032-0

URL : https://hal.archives-ouvertes.fr/hal-01384930

E. Wagenmakers and S. Brown, On the linear relation between the mean and the standard deviation of a response time distribution., Psychological Review, vol.114, issue.3, pp.830-841, 2007.
DOI : 10.1037/0033-295X.114.3.830

R. J. Wallace, S-R compatibility and the idea of a response code., Journal of Experimental Psychology, vol.88, issue.3, pp.354-360, 1971.
DOI : 10.1037/h0030892

E. Wascher, U. Schatz, T. Kuder, and R. Verleger, Validity and boundary conditions of automatic response activation in the Simon task., Journal of Experimental Psychology: Human Perception and Performance, vol.27, issue.3, pp.731-751, 2001.
DOI : 10.1037/0096-1523.27.3.731

E. Wascher and B. Wauschkuhn, The interaction of stimulus- and response-related processes measured by event-related lateralizations of the EEG, Electroencephalography and Clinical Neurophysiology, vol.99, issue.2, pp.149-162, 1996.
DOI : 10.1016/0013-4694(96)95602-3

C. N. White, R. Ratcliff, and J. J. Starns, Diffusion models of the flanker task: Discrete versus gradual attentional selection, Cognitive Psychology, vol.63, issue.4, pp.210-238, 2011.
DOI : 10.1016/j.cogpsych.2011.08.001

B. J. Winer, Statistical principles in experimental design: Design and analysis of factorial experiments, 1971.
DOI : 10.1037/11774-000