S. G. Potkin, Aripiprazole, an Antipsychotic With a Novel Mechanism of Action, and Risperidone vs Placebo in Patients With Schizophrenia and Schizoaffective Disorder, Archives of General Psychiatry, vol.60, issue.7, pp.681-690, 2003.
DOI : 10.1001/archpsyc.60.7.681

T. A. Pigott, Aripiprazole for the Prevention of Relapse in Stabilized Patients With Chronic Schizophrenia, The Journal of Clinical Psychiatry, vol.64, issue.9, pp.1048-1056, 2003.
DOI : 10.4088/JCP.v64n0910

J. M. Kane, Efficacy and Safety of Aripiprazole and Haloperidol Versus Placebo in Patients With Schizophrenia and Schizoaffective Disorder, The Journal of Clinical Psychiatry, vol.63, issue.9, pp.763-771, 2002.
DOI : 10.4088/JCP.v63n0903

W. Kawohl, F. Schneider, I. Vernaleken, and I. Neuner, Aripiprazole in the pharmacotherapy of Gilles de la Tourette syndrome in adult patients. The world journal of biological psychiatry 10, pp.827-831, 2009.

I. Neuner, C. Nordt, F. Schneider, and W. Kawohl, Effectiveness of aripiprazole in the treatment of adult Tourette patients up to 56???months, Human Psychopharmacology: Clinical and Experimental, vol.260, issue.Suppl 2, pp.364-369, 2012.
DOI : 10.1007/s00406-010-0161-7

L. Citrome, I. Kalsekar, R. A. Baker, and T. Hebden, A review of real-world data on the effects of aripiprazole on weight and metabolic outcomes in adults, Current Medical Research and Opinion, vol.30, issue.8, pp.1629-1641, 2014.
DOI : 10.1185/03007995.2014.908280

T. S. Stroup, A Randomized Trial Examining the Effectiveness of Switching From Olanzapine, Quetiapine, or Risperidone to Aripiprazole to Reduce Metabolic Risk: Comparison of Antipsychotics for Metabolic Problems (CAMP), American Journal of Psychiatry, vol.168, issue.9, pp.947-956, 2011.
DOI : 10.1176/appi.ajp.2011.10111609

A. Hartmann and Y. Worbe, Pharmacological treatment of Gilles de la Tourette syndrome, Neuroscience & Biobehavioral Reviews, vol.37, issue.6, pp.1157-1161, 2013.
DOI : 10.1016/j.neubiorev.2012.10.014

M. J. Frank, L. C. Seeberger, and R. C. O-'reilly, By Carrot or by Stick: Cognitive Reinforcement Learning in Parkinsonism, Science, vol.306, issue.5703, pp.1940-1943, 2004.
DOI : 10.1126/science.1102941
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.418.7567

C. Eisenegger, Role of Dopamine D2 Receptors in Human Reinforcement Learning, Neuropsychopharmacology, vol.106, issue.10, pp.2366-2375, 2014.
DOI : 10.1073/pnas.0813415106

M. Pessiglione, B. Seymour, G. Flandin, R. J. Dolan, and C. D. Frith, Dopamine-dependent prediction errors underpin reward-seeking behaviour in humans, Nature, vol.113, issue.7106, pp.1042-1045, 2006.
DOI : 10.1002/1531-8257(200009)15:5<869::AID-MDS1016>3.0.CO;2-I
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2636869

Y. Worbe, Reinforcement Learning and Gilles de la Tourette Syndrome, Archives of General Psychiatry, vol.68, issue.12, pp.1257-1266, 2011.
DOI : 10.1001/archgenpsychiatry.2011.137

O. Doherty, J. P. Lee, S. W. Mcnamee, and D. , The structure of reinforcement-learning mechanisms in the human brain, Current Opinion in Behavioral Sciences, vol.1, pp.94-100, 2015.
DOI : 10.1016/j.cobeha.2014.10.004

G. Coricelli and A. Rustichini, Counterfactual thinking and emotions: regret and envy learning, Philosophical Transactions of the Royal Society B: Biological Sciences, vol.65, issue.5, pp.241-247, 2010.
DOI : 10.1006/obhd.1996.0013
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2827450

G. Coricelli, R. J. Dolan, and A. Sirigu, Brain, emotion and decision making: the paradigmatic example of regret, Trends in Cognitive Sciences, vol.11, issue.6, pp.258-265, 2007.
DOI : 10.1016/j.tics.2007.04.003

E. D. Boorman, T. E. Behrens, and M. F. Rushworth, Counterfactual Choice and Learning in a Neural Network Centered on Human Lateral Frontopolar Cortex, PLoS Biology, vol.21, issue.6, p.1001093, 2011.
DOI : 10.1371/journal.pbio.1001093.s007

A. G. Fischer and M. Ullsperger, Real and Fictive Outcomes Are Processed Differently but Converge on a Common Adaptive Mechanism, Neuron, vol.79, issue.6, pp.1243-1255, 2013.
DOI : 10.1016/j.neuron.2013.07.006
URL : http://doi.org/10.1016/j.neuron.2013.07.006

E. Koechlin, An evolutionary computational theory of prefrontal executive function in decision-making, Philosophical Transactions of the Royal Society B: Biological Sciences, vol.18, issue.6191, p.369, 2014.
DOI : 10.1016/j.tics.2013.11.007

K. T. Kishida, Subsecond dopamine fluctuations in human striatum encode superposed error signals about actual and counterfactual reward, Proceedings of the National Academy of Sciences, vol.58, issue.1, pp.200-205, 2016.
DOI : 10.2307/1267757
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4711839

J. Li and N. D. Daw, Signals in Human Striatum Are Appropriate for Policy Update Rather than Value Prediction, Journal of Neuroscience, vol.31, issue.14, pp.5504-5511, 2011.
DOI : 10.1523/JNEUROSCI.6316-10.2011
URL : http://www.jneurosci.org/content/jneuro/31/14/5504.full.pdf

M. J. Tobia, Neural systems for choice and valuation with counterfactual learning signals, NeuroImage, vol.89, pp.57-69, 2014.
DOI : 10.1016/j.neuroimage.2013.11.051

S. Palminteri, M. Khamassi, M. Joffily, and G. Coricelli, Contextual modulation of value signals in reward and punishment learning, Nature Communications, vol.23, p.8096, 2015.
DOI : 10.1007/s10334-006-0067-6
URL : https://hal.archives-ouvertes.fr/halshs-01236045

J. F. Leckman, Tourette's syndrome, The Lancet, vol.360, issue.9345, pp.1577-1586, 2002.
DOI : 10.1016/S0140-6736(02)11526-1

H. S. Singer, Tourette's syndrome: from behaviour to biology, The Lancet Neurology, vol.4, issue.3, pp.149-159, 2005.
DOI : 10.1016/S1474-4422(05)70018-1

S. Palminteri, T. Boraud, G. Lafargue, B. Dubois, and M. Pessiglione, Brain Hemispheres Selectively Track the Expected Value of Contralateral Options, Journal of Neuroscience, vol.29, issue.43, pp.13465-13472, 2009.
DOI : 10.1523/JNEUROSCI.1500-09.2009

S. Palminteri, E. J. Kilford, G. Coricelli, and S. Blakemore, The Computational Development of Reinforcement Learning during Adolescence, PLOS Computational Biology, vol.31, issue.6, p.1004953, 2016.
DOI : 10.1371/journal.pcbi.1004953.s009

A. A. Baird and J. A. Fugelsang, The emergence of consequential thought: evidence from neuroscience, Philosophical transactions of the Royal Society of London. Series B, Biological sciences, vol.359, pp.1797-1804, 2004.

P. H. Chiu, T. M. Lohrenz, and P. R. Montague, Smokers' brains compute, but ignore, a fictive error signal in a sequential investment task, Nature Neuroscience, vol.7, issue.4, pp.514-520, 2008.
DOI : 10.1002/mrm.1910350312

T. J. Moore, J. Glenmullen, and D. R. Mattison, Reports of Pathological Gambling, Hypersexuality, and Compulsive Shopping Associated With Dopamine Receptor Agonist Drugs, JAMA Internal Medicine, vol.174, issue.12, pp.1930-1933, 2014.
DOI : 10.1001/jamainternmed.2014.5262

M. R. Lofwall, P. A. Nuzzo, C. Campbell, and S. L. Walsh, Aripiprazole effects on self-administration and pharmacodynamics of intravenous cocaine and cigarette smoking in humans., Experimental and Clinical Psychopharmacology, vol.22, issue.3, pp.238-247, 2014.
DOI : 10.1037/a0035165

S. Jordan, The antipsychotic aripiprazole is a potent, partial agonist at the human 5-HT1A receptor, European Journal of Pharmacology, vol.441, issue.3, pp.137-140, 2002.
DOI : 10.1016/S0014-2999(02)01532-7

C. A. Tamminga and A. Carlsson, Partial Dopamine Agonists and Dopaminergic Stabilizers, in the Treatment of Psychosis, Current Drug Target -CNS & Neurological Disorders, vol.1, issue.2, pp.141-147, 2002.
DOI : 10.2174/1568007024606195

N. Yasui-furukori, A. Kaneda, N. Sugawara, T. Tomita, and S. Kaneko, Effect of adjunctive treatment with aripiprazole to atypical antipsychotics on cognitive function in schizophrenia patients, Journal of Psychopharmacology, vol.30, issue.6, pp.806-812, 2012.
DOI : 10.1097/JCP.0b013e3181ee832d

F. Schlagenhauf, Switching schizophrenia patients from typical neuroleptics to aripiprazole: Effects on working memory dependent functional activation, Schizophrenia Research, vol.118, issue.1-3, pp.189-200, 2010.
DOI : 10.1016/j.schres.2010.01.022

H. Suzuki, K. Gen, and Y. Inoue, An unblinded comparison of the clinical and cognitive effects of switching from first-generation antipsychotics to aripiprazole, perospirone or olanzapine in patients with chronic schizophrenia, Progress in Neuro-Psychopharmacology and Biological Psychiatry, vol.35, issue.1, pp.161-168, 2011.
DOI : 10.1016/j.pnpbp.2010.10.021

C. Wang, D. Zheng, J. Xu, W. Lam, and D. T. Yew, Brain damages in ketamine addicts as revealed by magnetic resonance imaging, Frontiers in Neuroanatomy, vol.7, p.23, 2013.
DOI : 10.3389/fnana.2013.00023
URL : http://doi.org/10.3389/fnana.2013.00023

B. J. Lee, Effect of Aripiprazole on Cognitive Function and Hyperprolactinemia in Patients with Schizophrenia Treated with Risperidone, Clinical Psychopharmacology and Neuroscience, vol.11, issue.2, pp.60-66, 2013.
DOI : 10.9758/cpn.2013.11.2.60

A. Maat, Open, randomized trial of the effects of aripiprazole versus risperidone on social cognition in schizophrenia, European Neuropsychopharmacology, vol.24, issue.4, pp.575-584, 2014.
DOI : 10.1016/j.euroneuro.2013.12.009

C. Yeh, Neurocognitive effects of aripiprazole in adolescents and young adults with schizophrenia, Nordic Journal of Psychiatry, vol.35, issue.3, pp.219-224, 2014.
DOI : 10.1016/j.pnpbp.2010.11.007

E. Kim, The relationship between antipsychotic D2 occupancy and change in frontal metabolism and working memory, Psychopharmacology, vol.10, issue.B, pp.221-229, 2013.
DOI : 10.1177/0269881111405555

R. Handley, Acute effects of single-dose aripiprazole and haloperidol on resting cerebral blood flow (rCBF) in the human brain, Human Brain Mapping, vol.27, issue.2, pp.272-282, 2013.
DOI : 10.1016/S0893-133X(02)00304-4

I. Bolstad, No difference in frontal cortical activity during an executive functioning task after acute doses of aripiprazole and haloperidol, Frontiers in Human Neuroscience, vol.68, p.296, 2015.
DOI : 10.3109/08039488.2013.799228

A. Zocchi, D. Fabbri, and C. A. Heidbreder, Aripiprazole increases dopamine but not noradrenaline and serotonin levels in the mouse prefrontal cortex, Neuroscience Letters, vol.387, issue.3, pp.157-161, 2005.
DOI : 10.1016/j.neulet.2005.06.035

S. Tanahashi, S. Yamamura, M. Nakagawa, E. Motomura, and M. Okada, Dopamine D2 and serotonin 5-HT1A receptors mediate the actions of aripiprazole in mesocortical and mesoaccumbens transmission, Neuropharmacology, vol.62, issue.2, pp.765-774, 2012.
DOI : 10.1016/j.neuropharm.2011.08.031

K. Wunderlich, P. Smittenaar, and R. J. Dolan, Dopamine Enhances Model-Based over Model-Free Choice Behavior, Neuron, vol.75, issue.3, pp.418-424, 2012.
DOI : 10.1016/j.neuron.2012.03.042
URL : http://doi.org/10.1016/j.neuron.2012.03.042

Y. Worbe, Valence-dependent influence of serotonin depletion on model-based choice strategy, Molecular Psychiatry, vol.21, issue.5, pp.624-629, 2016.
DOI : 10.1038/mp.2014.44

B. B. Doll, K. G. Bath, N. D. Daw, and M. J. Frank, Variability in Dopamine Genes Dissociates Model-Based and Model-Free Reinforcement Learning, Journal of Neuroscience, vol.36, issue.4, pp.1211-1222, 2016.
DOI : 10.1523/JNEUROSCI.1901-15.2016
URL : http://www.jneurosci.org/content/jneuro/36/4/1211.full.pdf

M. E. Sharp, K. Foerde, N. D. Daw, and D. Shohamy, Dopamine selectively remediates ???model-based??? reward learning: a computational approach, Brain, vol.139, issue.2, pp.355-364, 2016.
DOI : 10.1093/brain/awv347
URL : http://doi.org/10.1093/brain/awv347

S. C. Tanaka, Serotonin Differentially Regulates Short- and Long-Term Prediction of Rewards in the Ventral and Dorsal Striatum, PLoS ONE, vol.142, issue.12, p.1333, 2007.
DOI : 10.1371/journal.pone.0001333.s007

A. Bortolozzi, L. Díaz-mataix, M. Toth, P. Celada, and F. Artigas, In vivo actions of aripiprazole on serotonergic and dopaminergic systems in rodent brain, Psychopharmacology, vol.387, issue.Suppl 4, pp.745-758, 2007.
DOI : 10.1176/jnp.6.4.419

A. M. Graybiel and J. J. Canales, The neurobiology of repetitive behaviors: clues to the neurobiology of Tourette syndrome, Adv Neurol, vol.85, pp.123-131, 2001.

R. L. Albin and J. W. Mink, Recent advances in Tourette syndrome research, Trends in Neurosciences, vol.29, issue.3, pp.175-182, 2006.
DOI : 10.1016/j.tins.2006.01.001

R. T. Malison, 123I]beta-CIT SPECT imaging of striatal dopamine transporter binding in Tourette's disorder, Am J Psychiatry, vol.152, pp.1359-1361, 1995.

D. L. Gilbert, Altered mesolimbocortical and thalamic dopamine in Tourette syndrome, Neurology, vol.67, issue.9, pp.1695-1697, 2006.
DOI : 10.1212/01.wnl.0000242733.18534.2c

D. F. Wong, Mechanisms of Dopaminergic and Serotonergic Neurotransmission in Tourette Syndrome: Clues from an In Vivo Neurochemistry Study with PET, Neuropsychopharmacology, vol.22, issue.6, pp.1239-1251, 2008.
DOI : 10.1006/nimg.2001.1021

K. Minzer, O. Lee, J. J. Hong, and H. Singer, Increased prefrontal D2 protein in Tourette syndrome: a postmortem analysis of frontal cortex and striatum, Journal of the Neurological Sciences, vol.219, issue.1-2, pp.55-61, 2004.
DOI : 10.1016/j.jns.2003.12.006

D. Y. Yoon, C. D. Gause, J. F. Leckman, and H. S. Singer, Frontal dopaminergic abnormality in Tourette syndrome: A postmortem analysis, Journal of the Neurological Sciences, vol.255, issue.1-2, pp.50-56, 2007.
DOI : 10.1016/j.jns.2007.01.069

L. Xu, Lack of genetic association of 5-HTR2A 102 T/C and -1438A/G polymorphisms with Tourette syndrome in a family-based association study in a Chinese Han population, Asia-Pacific Psychiatry, vol.33, issue.Suppl 1, pp.87-91, 2016.
DOI : 10.1038/sj.npp.1301528

M. Yi, Y. Zhang, Y. Wang, N. Su, and S. Liu, Association between the polymorphism of C861G (rs6296) in the serotonin 1B receptor gene and Tourette syndrome in Han Chinese people. Asia-Pacific psychiatry, pp.10-1111, 2015.

S. Palminteri and M. Pessiglione, Reinforcement Learning and Tourette Syndrome, International review of neurobiology, vol.112, pp.131-153, 2013.
DOI : 10.1016/B978-0-12-411546-0.00005-6

T. V. Maia and M. J. Frank, From reinforcement learning models to psychiatric and neurological disorders, Nature Neuroscience, vol.33, issue.2, pp.154-162, 2011.
DOI : 10.1111/j.1551-6709.2009.01054.x
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4408000

S. Palminteri, Dopamine-dependent reinforcement of motor skill learning: evidence from Gilles de la Tourette syndrome, Brain, vol.134, issue.8, pp.2287-2301, 2011.
DOI : 10.1093/brain/awr147

S. Palminteri, Pharmacological modulation of subliminal learning in Parkinson's and Tourette's syndromes, Proceedings of the National Academy of Sciences, vol.131, issue.5, pp.19179-19184, 2009.
DOI : 10.1093/brain/awn045

M. Pessiglione, Subliminal Instrumental Conditioning Demonstrated in the Human Brain, Neuron, vol.59, issue.4, pp.561-567, 2008.
DOI : 10.1016/j.neuron.2008.07.005

C. Delorme, Enhanced habit formation in Gilles de la Tourette syndrome, Brain, vol.139, issue.2, pp.605-615, 2016.
DOI : 10.1093/brain/awv307
URL : http://doi.org/10.1093/brain/awv307

J. F. Leckman, The Yale Global Tic Severity Scale: Initial Testing of a Clinician-Rated Scale of Tic Severity, Journal of the American Academy of Child & Adolescent Psychiatry, vol.28, issue.4, pp.566-573, 1989.
DOI : 10.1097/00004583-198907000-00015

B. Welch, ON THE COMPARISON OF SEVERAL MEAN VALUES: AN ALTERNATIVE APPROACH, Biometrika, vol.38, issue.3-4, pp.330-336, 1951.
DOI : 10.1093/biomet/38.3-4.330