-
1
-
-
84870064521
-
Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it?
-
Kapur, S., Phillips, A.G. & Insel, T.R. Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it? Mol. Psychiatry 17, 1174-1179 (2012).
-
(2012)
Mol. Psychiatry
, vol.17
, pp. 1174-1179
-
-
Kapur, S.1
Phillips, A.G.2
Insel, T.R.3
-
2
-
-
84955513015
-
The role of serotonin in orbitofrontal function and obsessive-compulsive disorder
-
Maia, T.V. & Cano-Colino, M. The role of serotonin in orbitofrontal function and obsessive-compulsive disorder. Clin. Psychol. Sci. 3, 460-482 (2015).
-
(2015)
Clin. Psychol. Sci.
, vol.3
, pp. 460-482
-
-
Maia, T.V.1
Cano-Colino, M.2
-
3
-
-
79957608463
-
Are computational models of any use to psychiatry?
-
Huys, Q.J.M., Moutoussis, M. & Williams, J. Are computational models of any use to psychiatry? Neural Netw. 24, 544-551 (2011).
-
(2011)
Neural Netw.
, vol.24
, pp. 544-551
-
-
Huys, Q.J.M.1
Moutoussis, M.2
Williams, J.3
-
4
-
-
84953350446
-
Charting the landscape of priority problems in psychiatry, part 1: Classifcation and diagnosis
-
Stephan, K.E. et al. Charting the landscape of priority problems in psychiatry, part 1: classifcation and diagnosis. Lancet Psychiatry 3, 77-83 (2015).
-
(2015)
Lancet Psychiatry
, vol.3
, pp. 77-83
-
-
Stephan, K.E.1
-
5
-
-
33745684557
-
Gene-environment interactions in psychiatry: Joining forces with neuroscience
-
Caspi, A. & Mofftt, T.E. Gene-environment interactions in psychiatry: joining forces with neuroscience. Nat. Rev. Neurosci. 7, 583-590 (2006).
-
(2006)
Nat. Rev. Neurosci.
, vol.7
, pp. 583-590
-
-
Caspi, A.1
Mofftt, T.E.2
-
6
-
-
78650770457
-
International Study to Predict Optimized Treatment for Depression (iSPOT-D), a randomized clinical trial: Rationale and protocol
-
Williams, L.M. et al. International Study to Predict Optimized Treatment for Depression (iSPOT-D), a randomized clinical trial: rationale and protocol. Trials 12, 4 (2011).
-
(2011)
Trials
, vol.12
, pp. 4
-
-
Williams, L.M.1
-
7
-
-
84883448855
-
Making data sharing work: The FCP/INDI experience
-
Mennes, M., Biswal, B.B., Castellanos, F.X. & Milham, M.P. Making data sharing work: the FCP/INDI experience. Neuroimage 82, 683-691 (2013).
-
(2013)
Neuroimage
, vol.82
, pp. 683-691
-
-
Mennes, M.1
Biswal, B.B.2
Castellanos, F.X.3
Milham, M.P.4
-
8
-
-
84955472483
-
Introduction to the series on computational psychiatry
-
Maia, T.V. Introduction to the series on computational psychiatry. Clin. Psychol. Sci. 3, 374-377 (2015).
-
(2015)
Clin. Psychol. Sci.
, vol.3
, pp. 374-377
-
-
Maia, T.V.1
-
9
-
-
79251569290
-
From reinforcement learning models to psychiatric and neurological disorders
-
Maia, T.V. & Frank, M.J. From reinforcement learning models to psychiatric and neurological disorders. Nat. Neurosci. 14, 154-162 (2011).
-
(2011)
Nat. Neurosci.
, vol.14
, pp. 154-162
-
-
Maia, T.V.1
Frank, M.J.2
-
10
-
-
84855334632
-
Computational psychiatry
-
Montague, P.R., Dolan, R.J., Friston, K.J. & Dayan, P. Computational psychiatry. Trends Cogn. Sci. 16, 72-80 (2012).
-
(2012)
Trends Cogn. Sci.
, vol.16
, pp. 72-80
-
-
Montague, P.R.1
Dolan, R.J.2
Friston, K.J.3
Dayan, P.4
-
11
-
-
84912059989
-
Computational psychiatry
-
Wang, X.J. & Krystal, J.H. Computational psychiatry. Neuron 84, 638-654 (2014).
-
(2014)
Neuron
, vol.84
, pp. 638-654
-
-
Wang, X.J.1
Krystal, J.H.2
-
12
-
-
84929597056
-
Model-based cognitive neuroscience approaches to computational psychiatry clustering and classifcation
-
Wiecki, T.V., Poland, J. & Frank, M.J. Model-based cognitive neuroscience approaches to computational psychiatry clustering and classifcation. Clin. Psychol. Sci. 3, 378-399 (2015).
-
(2015)
Clin. Psychol. Sci.
, vol.3
, pp. 378-399
-
-
Wiecki, T.V.1
Poland, J.2
Frank, M.J.3
-
13
-
-
84855301161
-
A neurocomputational approach to obsessive-compulsive disorder
-
Maia, T.V. & McClelland, J.L. A neurocomputational approach to obsessive-compulsive disorder. Trends Cogn. Sci. 16, 14-15 (2012).
-
(2012)
Trends Cogn. Sci.
, vol.16
, pp. 14-15
-
-
Maia, T.V.1
McClelland, J.L.2
-
14
-
-
84891334262
-
Computational approaches to psychiatry
-
Stephan, K.E. & Mathys, C. Computational approaches to psychiatry. Curr. Opin. Neurobiol. 25, 85-92 (2014).
-
(2014)
Curr. Opin. Neurobiol.
, vol.25
, pp. 85-92
-
-
Stephan, K.E.1
Mathys, C.2
-
15
-
-
84929597054
-
Depression: A decision-theoretic analysis
-
Huys, Q.J.M., Daw, N.D. & Dayan, P. Depression: a decision-theoretic analysis. Annu. Rev. Neurosci. 38, 1-23 (2015).
-
(2015)
Annu. Rev. Neurosci.
, vol.38
, pp. 1-23
-
-
Huys, Q.J.M.1
Daw, N.D.2
Dayan, P.3
-
16
-
-
84939559585
-
Translational perspectives for computational neuroimaging
-
Stephan, K.E., Iglesias, S., Heinzle, J. & Diaconescu, A.O. Translational perspectives for computational neuroimaging. Neuron 87, 716-732 (2015).
-
(2015)
Neuron
, vol.87
, pp. 716-732
-
-
Stephan, K.E.1
Iglesias, S.2
Heinzle, J.3
Diaconescu, A.O.4
-
18
-
-
84975782664
-
-
World Health Organization Press
-
World Health Organization. International Classifcation of Diseases (World Health Organization Press, 1990).
-
(1990)
International Classifcation of Diseases
-
-
-
19
-
-
77954230363
-
Research domain criteria (RDoC): Toward a new classifcation framework for research on mental disorders
-
Insel, T. et al. Research domain criteria (RDoC): toward a new classifcation framework for research on mental disorders. Am. J. Psychiatry 167, 748-751 (2010).
-
(2010)
Am. J. Psychiatry
, vol.167
, pp. 748-751
-
-
Insel, T.1
-
21
-
-
84883465830
-
Genetic relationship between fve psychiatric disorders estimated from genome-wide SNPs
-
Lee, S.H. et al.; Cross-Disorder Group of the Psychiatric Genomics Consortium; International Infammatory Bowel Disease Genetics Consortium (IIBDGC). Genetic relationship between fve psychiatric disorders estimated from genome-wide SNPs. Nat. Genet. 45, 984-994 (2013).
-
(2013)
Nat. Genet.
, vol.45
, pp. 984-994
-
-
Lee, S.H.1
-
22
-
-
84888849755
-
Mapping anhedonia onto reinforcement learning: A behavioural meta-analysis
-
Huys, Q.J.M., Pizzagalli, D.A., Bogdan, R. & Dayan, P. Mapping anhedonia onto reinforcement learning: a behavioural meta-analysis. Biol. Mood Anxiety Disord. 3, 12 (2013).
-
(2013)
Biol. Mood Anxiety Disord.
, vol.3
, pp. 12
-
-
Huys, Q.J.M.1
Pizzagalli, D.A.2
Bogdan, R.3
Dayan, P.4
-
23
-
-
84908555723
-
Dimensionality reduction for large-scale neural recordings
-
Cunningham, J.P. & Yu, B.M. Dimensionality reduction for large-scale neural recordings. Nat. Neurosci. 17, 1500-1509 (2014).
-
(2014)
Nat. Neurosci.
, vol.17
, pp. 1500-1509
-
-
Cunningham, J.P.1
Yu, B.M.2
-
24
-
-
84890522254
-
Dissecting psychiatric spectrum disorders by generative embedding
-
Brodersen, K.H. et al. Dissecting psychiatric spectrum disorders by generative embedding. Neuroimage Clin. 4, 98-111 (2014).
-
(2014)
Neuroimage Clin.
, vol.4
, pp. 98-111
-
-
Brodersen, K.H.1
-
25
-
-
84947790937
-
Bayesian neural adjustment of inhibitory control predicts emergence of problem stimulant use
-
Harlé, K.M. et al. Bayesian neural adjustment of inhibitory control predicts emergence of problem stimulant use. Brain 138, 3413-3426 (2015).
-
(2015)
Brain
, vol.138
, pp. 3413-3426
-
-
Harlé, K.M.1
-
26
-
-
84857000430
-
Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review
-
Orrù, G., Pettersson-Yeo, W., Marquand, A.F., Sartori, G. & Mechelli, A. Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review. Neurosci. Biobehav. Rev. 36, 1140-1152 (2012).
-
(2012)
Neurosci. Biobehav. Rev.
, vol.36
, pp. 1140-1152
-
-
Orrù, G.1
Pettersson-Yeo, W.2
Marquand, A.F.3
Sartori, G.4
Mechelli, A.5
-
27
-
-
84952637704
-
From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics
-
Wolfers, T., Buitelaar, J.K., Beckmann, C.F., Franke, B. & Marquand, A.F. From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics. Neurosci. Biobehav. Rev. 57, 328-349 (2015).
-
(2015)
Neurosci. Biobehav. Rev.
, vol.57
, pp. 328-349
-
-
Wolfers, T.1
Buitelaar, J.K.2
Beckmann, C.F.3
Franke, B.4
Marquand, A.F.5
-
28
-
-
84857579918
-
The small world of psychopathology
-
Borsboom, D., Cramer, A.O.J., Schmittmann, V.D., Epskamp, S. & Waldorp, L.J. The small world of psychopathology. PLoS One 6, e27407 (2011).
-
(2011)
PLoS One
, vol.6
, pp. e27407
-
-
Borsboom, D.1
Cramer, A.O.J.2
Schmittmann, V.D.3
Epskamp, S.4
Waldorp, L.J.5
-
29
-
-
0030050976
-
Comorbidity of DSM-III-R major depressive disorder in the general population: Results from the US National Comorbidity Survey
-
Kessler, R.C. et al. Comorbidity of DSM-III-R major depressive disorder in the general population: results from the US National Comorbidity Survey. Br. J. Psychiatry Suppl. 30, 17-30 (1996).
-
(1996)
Br. J. Psychiatry Suppl.
, vol.30
, pp. 17-30
-
-
Kessler, R.C.1
-
30
-
-
18844392532
-
Eating disorder NOS (EDNOS): An example of the troublesome "not otherwise specifed" (NOS) category in DSM-IV
-
Fairburn, C.G. & Bohn, K. Eating disorder NOS (EDNOS): an example of the troublesome "not otherwise specifed" (NOS) category in DSM-IV. Behav. Res. Ther. 43, 691-701 (2005).
-
(2005)
Behav. Res. Ther.
, vol.43
, pp. 691-701
-
-
Fairburn, C.G.1
Bohn, K.2
-
31
-
-
0030803362
-
Prevalence correlates, and course of minor depression and major depression in the National Comorbidity Survey
-
Kessler, R.C., Zhao, S., Blazer, D.G. & Swartz, M. Prevalence, correlates, and course of minor depression and major depression in the National Comorbidity Survey. J. Affect. Disord. 45, 19-30 (1997).
-
(1997)
J. Affect. Disord.
, vol.45
, pp. 19-30
-
-
Kessler, R.C.1
Zhao, S.2
Blazer, D.G.3
Swartz, M.4
-
32
-
-
84872078739
-
The initial feld trials of DSM-5: New blooms and old thorns
-
Freedman, R. et al. The initial feld trials of DSM-5: new blooms and old thorns. Am. J. Psychiatry 170, 1-5 (2013).
-
(2013)
Am. J. Psychiatry
, vol.170
, pp. 1-5
-
-
Freedman, R.1
-
33
-
-
84912551879
-
The tenth annual MLSP competition: Schizophrenia classifcation challenge
-
Silva, R.F. et al. The tenth annual MLSP competition: schizophrenia classifcation challenge. IEEE Int. Workshop Mach. Learn. Signal Process. 1-6 (2014).
-
(2014)
IEEE Int. Workshop Mach. Learn. Signal Process.
, pp. 1-6
-
-
Silva, R.F.1
-
35
-
-
84933047930
-
Alzheimer's Disease Neuroimaging Initiative. Clinical prediction from structural brain MRI scans: A large-scale empirical study
-
Sabuncu, M.R. & Konukoglu, E. Alzheimer's Disease Neuroimaging Initiative. Clinical prediction from structural brain MRI scans: a large-scale empirical study. Neuroinformatics 13, 31-46 (2015).
-
(2015)
Neuroinformatics
, vol.13
, pp. 31-46
-
-
Sabuncu, M.R.1
Konukoglu, E.2
-
36
-
-
79953761839
-
Integrating neurobiological markers of depression
-
Hahn, T. et al. Integrating neurobiological markers of depression. Arch. Gen. Psychiatry 68, 361-368 (2011).
-
(2011)
Arch. Gen. Psychiatry
, vol.68
, pp. 361-368
-
-
Hahn, T.1
-
37
-
-
33745805403
-
A fast learning algorithm for deep belief nets
-
Hinton, G.E., Osindero, S. & Teh, Y.W. A fast learning algorithm for deep belief nets. Neural Comput. 18, 1527-1554 (2006).
-
(2006)
Neural Comput.
, vol.18
, pp. 1527-1554
-
-
Hinton, G.E.1
Osindero, S.2
Teh, Y.W.3
-
38
-
-
84894284759
-
Extreme learning machine-based classifcation of ADHD using brain structural MRI data
-
Peng, X., Lin, P., Zhang, T. & Wang, J. Extreme learning machine-based classifcation of ADHD using brain structural MRI data. PLoS One 8, e79476 (2013).
-
(2013)
PLoS One
, vol.8
, pp. e79476
-
-
Peng, X.1
Lin, P.2
Zhang, T.3
Wang, J.4
-
39
-
-
84941964814
-
Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classifcation performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia
-
Kim, J., Calhoun, V.D., Shim, E. & Lee, J.H. Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classifcation performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia. Neuroimage 124 Pt A, 127-146 2016).
-
(2016)
Neuroimage
, vol.124
, pp. 127-146
-
-
Kim, J.1
Calhoun, V.D.2
Shim, E.3
Lee, J.H.4
-
40
-
-
84899966189
-
Disease prediction based on functional connectomes using a scalable and spatially-informed support vector machine
-
Watanabe, T., Kessler, D., Scott, C., Angstadt, M. & Sripada, C. Disease prediction based on functional connectomes using a scalable and spatially-informed support vector machine. Neuroimage 96, 183-202 (2014).
-
(2014)
Neuroimage
, vol.96
, pp. 183-202
-
-
Watanabe, T.1
Kessler, D.2
Scott, C.3
Angstadt, M.4
Sripada, C.5
-
41
-
-
79251561866
-
Pattern of neural responses to verbal fuency shows diagnostic specifcity for schizophrenia and bipolar disorder
-
Costafreda, S.G. et al. Pattern of neural responses to verbal fuency shows diagnostic specifcity for schizophrenia and bipolar disorder. BMC Psychiatry 11, 18 (2011).
-
(2011)
BMC Psychiatry
, vol.11
, pp. 18
-
-
Costafreda, S.G.1
-
42
-
-
65549168742
-
Machine learning classifers and fMRI: A tutorial overview
-
Pereira, F., Mitchell, T. & Botvinick, M. Machine learning classifers and fMRI: a tutorial overview. Neuroimage 45 (suppl.) S199-S209 (2009).
-
(2009)
Neuroimage
, vol.45
, pp. S199-S209
-
-
Pereira, F.1
Mitchell, T.2
Botvinick, M.3
-
43
-
-
36349027559
-
Subtypes versus severity differences in attention-defcit/hyperactivity disorder in the Northern Finnish Birth Cohort
-
Lubke, G.H. et al. Subtypes versus severity differences in attention-defcit/hyperactivity disorder in the Northern Finnish Birth Cohort. J. Am. Acad. Child Adolesc. Psychiatry 46, 1584-1593 (2007).
-
(2007)
J. Am. Acad. Child Adolesc. Psychiatry
, vol.46
, pp. 1584-1593
-
-
Lubke, G.H.1
-
44
-
-
84899952101
-
The p factor: One general psychopathology factor in the structure of psychiatric disorders?
-
Caspi, A. et al. The p factor: One general psychopathology factor in the structure of psychiatric disorders? Clin. Psychol. Sci. 2, 119-137 (2014).
-
(2014)
Clin. Psychol. Sci.
, vol.2
, pp. 119-137
-
-
Caspi, A.1
-
45
-
-
84901596842
-
Bayesian nonparametric comorbidity analysis of psychiatric disorders
-
Ruiz, F.J.R., Valera, I., Blanco, C. & Perez-Cruz, F. Bayesian nonparametric comorbidity analysis of psychiatric disorders. J. Mach. Learn. Res. 15, 1215-1247 (2014).
-
(2014)
J. Mach. Learn. Res.
, vol.15
, pp. 1215-1247
-
-
Ruiz, F.J.R.1
Valera, I.2
Blanco, C.3
Perez-Cruz, F.4
-
46
-
-
77952909945
-
The diagnosis of mental disorders: The problem of reifcation
-
Hyman, S.E. The diagnosis of mental disorders: the problem of reifcation. Annu. Rev. Clin. Psychol. 6, 155-179 (2010).
-
(2010)
Annu. Rev. Clin. Psychol.
, vol.6
, pp. 155-179
-
-
Hyman, S.E.1
-
47
-
-
67650457029
-
Use of neuroanatomical pattern classifcation to identify subjects in at-risk mental states of psychosis and predict disease transition
-
Koutsouleris, N. et al. Use of neuroanatomical pattern classifcation to identify subjects in at-risk mental states of psychosis and predict disease transition. Arch. Gen. Psychiatry 66, 700-712 (2009).
-
(2009)
Arch. Gen. Psychiatry
, vol.66
, pp. 700-712
-
-
Koutsouleris, N.1
-
48
-
-
84937643094
-
Predicting the naturalistic course of major depressive disorder using clinical and multimodal neuroimaging information: A multivariate pattern recognition study
-
Schmaal, L. et al. Predicting the naturalistic course of major depressive disorder using clinical and multimodal neuroimaging information: A multivariate pattern recognition study. Biol. Psychiatry 78, 278-286 (2015).
-
(2015)
Biol. Psychiatry
, vol.78
, pp. 278-286
-
-
Schmaal, L.1
-
49
-
-
84946577604
-
The brain's response to reward anticipation and depression in adolescence: Dimensionality, specifcity, and longitudinal predictions in a community-based sample
-
Stringaris, A. et al.; IMAGEN Consortium. The brain's response to reward anticipation and depression in adolescence: dimensionality, specifcity, and longitudinal predictions in a community-based sample. Am. J. Psychiatry 172, 1215-1223 (2015).
-
(2015)
Am. J. Psychiatry
, vol.172
, pp. 1215-1223
-
-
Stringaris, A.1
-
50
-
-
84906266049
-
Neuropsychosocial profles of current and future adolescent alcohol misusers
-
Whelan, R. et al.; IMAGEN Consortium. Neuropsychosocial profles of current and future adolescent alcohol misusers. Nature 512, 185-189 (2014).
-
(2014)
Nature
, vol.512
, pp. 185-189
-
-
Whelan, R.1
-
51
-
-
84961290231
-
Pavlovian-to-instrumental transfer effects in the nucleus accumbens relate to relapse in alcohol dependence
-
1 April 2015
-
Garbusow, M. et al. Pavlovian-to-instrumental transfer effects in the nucleus accumbens relate to relapse in alcohol dependence. Addict. Biol. published online, doi:10.1111/adb.12243 (1 April 2015).
-
Addict. Biol. Published Online
-
-
Garbusow, M.1
-
52
-
-
84946492005
-
Understanding and predicting suicidality using a combined genomic and clinical risk assessment approach
-
Niculescu, A.B. et al. Understanding and predicting suicidality using a combined genomic and clinical risk assessment approach. Mol. Psychiatry 20, 1266-1285 (2015).
-
(2015)
Mol. Psychiatry
, vol.20
, pp. 1266-1285
-
-
Niculescu, A.B.1
-
53
-
-
33751338530
-
Acute and longer-term outcomes in depressed outpatients requiring one or several treatment steps: A STAR∗ D report
-
Rush, A.J. et al. Acute and longer-term outcomes in depressed outpatients requiring one or several treatment steps: a STAR∗D report. Am. J. Psychiatry 163, 1905-1917 (2006).
-
(2006)
Am. J. Psychiatry
, vol.163
, pp. 1905-1917
-
-
Rush, A.J.1
-
54
-
-
84886715277
-
EEG biomarkers in major depressive disorder: Discriminative power and prediction of treatment response
-
Olbrich, S. & Arns, M. EEG biomarkers in major depressive disorder: discriminative power and prediction of treatment response. Int. Rev. Psychiatry 25, 604-618 (2013).
-
(2013)
Int. Rev. Psychiatry
, vol.25
, pp. 604-618
-
-
Olbrich, S.1
Arns, M.2
-
55
-
-
79958050956
-
Electroencephalography-derived biomarkers of antidepressant response
-
Iosifescu, D.V. Electroencephalography-derived biomarkers of antidepressant response. Harv. Rev. Psychiatry 19, 144-154 (2011).
-
(2011)
Harv. Rev. Psychiatry
, vol.19
, pp. 144-154
-
-
Iosifescu, D.V.1
-
56
-
-
84938745204
-
Frontal and rostral anterior cingulate (rACC) theta EEG in depression: Implications for treatment outcome?
-
Arns, M. et al. Frontal and rostral anterior cingulate (rACC) theta EEG in depression: implications for treatment outcome? Eur. Neuropsychopharmacol. 25, 1190-1200 (2015).
-
(2015)
Eur. Neuropsychopharmacol.
, vol.25
, pp. 1190-1200
-
-
Arns, M.1
-
57
-
-
84964430134
-
EEG alpha asymmetry as a gender-specifc predictor of outcome to acute treatment with different antidepressant medications in the randomized ISPOT-D study
-
Arns, M. et al. EEG alpha asymmetry as a gender-specifc predictor of outcome to acute treatment with different antidepressant medications in the randomized ISPOT-D study. Clin. Neurophysiol. 127, 509-519 (2015).
-
(2015)
Clin. Neurophysiol.
, vol.127
, pp. 509-519
-
-
Arns, M.1
-
58
-
-
84947496208
-
Utility of event-related potentials in predicting antidepressant treatment response: An iSPOT-D report
-
Dinteren, Rv. et al. Utility of event-related potentials in predicting antidepressant treatment response: an iSPOT-D report. Eur. Neuropsychopharmacol. 25, 1981-1990 (2015).
-
(2015)
Eur. Neuropsychopharmacol.
, vol.25
, pp. 1981-1990
-
-
Dinteren, Rv.1
-
59
-
-
0027992093
-
Cordance: A new method for assessment of cerebral perfusion and metabolism using quantitative electroencephalography
-
Leuchter, A.F. et al. Cordance: a new method for assessment of cerebral perfusion and metabolism using quantitative electroencephalography. Neuroimage 1, 208-219 (1994).
-
(1994)
Neuroimage
, vol.1
, pp. 208-219
-
-
Leuchter, A.F.1
-
60
-
-
70349487527
-
Frontal EEG predictors of treatment outcome in major depressive disorder
-
Iosifescu, D.V. et al. Frontal EEG predictors of treatment outcome in major depressive disorder. Eur. Neuropsychopharmacol. 19, 772-777 (2009).
-
(2009)
Eur. Neuropsychopharmacol.
, vol.19
, pp. 772-777
-
-
Iosifescu, D.V.1
-
61
-
-
84883052925
-
A machine learning approach using EEG data to predict response to SSRI treatment for major depressive disorder
-
Khodayari-Rostamabad, A., Reilly, J.P., Hasey, G.M., de Bruin, H. & Maccrimmon, D.J. A machine learning approach using EEG data to predict response to SSRI treatment for major depressive disorder. Clin. Neurophysiol. 124, 1975-1985 (2013).
-
(2013)
Clin. Neurophysiol.
, vol.124
, pp. 1975-1985
-
-
Khodayari-Rostamabad, A.1
Reilly, J.P.2
Hasey, G.M.3
De Bruin, H.4
Maccrimmon, D.J.5
-
62
-
-
84959571586
-
Cross-trial prediction of treatment outcome in depression
-
20 January 2016
-
Chekroud, A. et al. Cross-trial prediction of treatment outcome in depression. Lancet Psychiatry published online, doi:10.1016/S2215-0366(15)00471-X (20 January 2016).
-
Lancet Psychiatry Published Online
-
-
Chekroud, A.1
-
63
-
-
84924104214
-
Toward an online cognitive and emotional battery to predict treatment remission in depression
-
Gordon, E., Rush, A.J., Palmer, D.M., Braund, T.A. & Rekshan, W. Toward an online cognitive and emotional battery to predict treatment remission in depression. Neuropsychiatr. Dis. Treat. 11, 517-531 (2015).
-
(2015)
Neuropsychiatr. Dis. Treat.
, vol.11
, pp. 517-531
-
-
Gordon, E.1
Rush, A.J.2
Palmer, D.M.3
Braund, T.A.4
Rekshan, W.5
-
64
-
-
84939989691
-
A cognitive-emotional biomarker for predicting remission with antidepressant medications: A report from the iSPOT-D trial
-
Etkin, A. et al. A cognitive-emotional biomarker for predicting remission with antidepressant medications: a report from the iSPOT-D trial. Neuropsychopharmacology 40, 1332-1342 (2015).
-
(2015)
Neuropsychopharmacology
, vol.40
, pp. 1332-1342
-
-
Etkin, A.1
-
65
-
-
84927726000
-
Magnetic resonance imaging measures of brain structure to predict antidepressant treatment outcome in major depressive disorder
-
Korgaonkar, M.S. et al. Magnetic resonance imaging measures of brain structure to predict antidepressant treatment outcome in major depressive disorder. EBioMedicine 2, 37-45 (2015).
-
(2015)
EBioMedicine
, vol.2
, pp. 37-45
-
-
Korgaonkar, M.S.1
-
66
-
-
56749117943
-
In defense of one-vs-all classifcation
-
Rifkin, R. & Klautau, A. In defense of one-vs-all classifcation. J. Mach. Learn. Res. 5, 101-141 (2004).
-
(2004)
J. Mach. Learn. Res.
, vol.5
, pp. 101-141
-
-
Rifkin, R.1
Klautau, A.2
-
67
-
-
84896694905
-
The Personalized Advantage Index: Translating research on prediction into individualized treatment recommendations. A demonstration
-
DeRubeis, R.J. et al. The Personalized Advantage Index: translating research on prediction into individualized treatment recommendations. A demonstration. PLoS One 9, e83875 (2014).
-
(2014)
PLoS One
, vol.9
, pp. e83875
-
-
DeRubeis, R.J.1
-
69
-
-
84939265908
-
Amygdala reactivity to emotional faces in the prediction of general and medication-specifc responses to antidepressant treatment in the randomized iSPOT-D trial
-
Williams, L.M. et al. Amygdala reactivity to emotional faces in the prediction of general and medication-specifc responses to antidepressant treatment in the randomized iSPOT-D trial. Neuropsychopharmacology 40, 2398-2408 (2015).
-
(2015)
Neuropsychopharmacology
, vol.40
, pp. 2398-2408
-
-
Williams, L.M.1
-
70
-
-
84882408136
-
Toward a neuroimaging treatment selection biomarker for major depressive disorder
-
McGrath, C.L. et al. Toward a neuroimaging treatment selection biomarker for major depressive disorder. JAMA Psychiatry 70, 821-829 (2013).
-
(2013)
JAMA Psychiatry
, vol.70
, pp. 821-829
-
-
McGrath, C.L.1
-
71
-
-
78650948927
-
The use of referenced-EEG (rEEG) in assisting medication selection for the treatment of depression
-
DeBattista, C. et al. The use of referenced-EEG (rEEG) in assisting medication selection for the treatment of depression. J. Psychiatr. Res. 45, 64-75 (2011).
-
(2011)
J. Psychiatr. Res.
, vol.45
, pp. 64-75
-
-
DeBattista, C.1
-
72
-
-
44949194886
-
Psychostimulants for depression
-
Candy, M., Jones, L., Williams, R., Tookman, A. & King, M. Psychostimulants for depression. Cochrane Database Syst. Rev. (2): CD006722 (2008).
-
(2008)
Cochrane Database Syst. Rev.
, Issue.2
, pp. CD006722
-
-
Candy, M.1
Jones, L.2
Williams, R.3
Tookman, A.4
King, M.5
-
73
-
-
84877626914
-
Toward the future of psychiatric diagnosis: The seven pillars of RDoC
-
Cuthbert, B.N. & Insel, T.R. Toward the future of psychiatric diagnosis: the seven pillars of RDoC. BMC Med. 11, 126 (2013).
-
(2013)
BMC Med.
, vol.11
, pp. 126
-
-
Cuthbert, B.N.1
Insel, T.R.2
-
74
-
-
77954549332
-
Comorbidity: A network perspective
-
discussion 150-193
-
Cramer, A.O.J., Waldorp, L.J., van der Maas, H.L.J. & Borsboom, D. Comorbidity: a network perspective. Behav. Brain Sci. 33, 137-150, discussion 150-193 (2010).
-
(2010)
Behav. Brain Sci.
, vol.33
, pp. 137-150
-
-
Cramer, A.O.J.1
Waldorp, L.J.2
Van Der Maas, H.L.J.3
Borsboom, D.4
-
75
-
-
77955643772
-
The early course of depression: A longitudinal investigation of prodromal symptoms and their relation to the symptomatic course of depressive episodes
-
Iacoviello, B.M., Alloy, L.B., Abramson, L.Y. & Choi, J.Y. The early course of depression: a longitudinal investigation of prodromal symptoms and their relation to the symptomatic course of depressive episodes. J. Abnorm. Psychol. 119, 459-467 (2010).
-
(2010)
J. Abnorm. Psychol.
, vol.119
, pp. 459-467
-
-
Iacoviello, B.M.1
Alloy, L.B.2
Abramson, L.Y.3
Choi, J.Y.4
-
76
-
-
70350570499
-
A Bayesian formulation of behavioral control
-
Huys, Q.J.M. & Dayan, P. A Bayesian formulation of behavioral control. Cognition 113, 314-328 (2009).
-
(2009)
Cognition
, vol.113
, pp. 314-328
-
-
Huys, Q.J.M.1
Dayan, P.2
-
77
-
-
84860732899
-
Experience sampling methodology studies of depression: The state of the art
-
Telford, C., McCarthy-Jones, S., Corcoran, R. & Rowse, G. Experience sampling methodology studies of depression: the state of the art. Psychol. Med. 42, 1119-1129 (2012).
-
(2012)
Psychol. Med.
, vol.42
, pp. 1119-1129
-
-
Telford, C.1
McCarthy-Jones, S.2
Corcoran, R.3
Rowse, G.4
-
78
-
-
84875931417
-
A network approach to psychopathology: New insights into clinical longitudinal data
-
Bringmann, L.F. et al. A network approach to psychopathology: new insights into clinical longitudinal data. PLoS One 8, e60188 (2013).
-
(2013)
PLoS One
, vol.8
, pp. e60188
-
-
Bringmann, L.F.1
-
79
-
-
84926669154
-
Revealing the dynamic network structure of the Beck Depression Inventory-II
-
Bringmann, L.F., Lemmens, L.H.J.M., Huibers, M.J.H., Borsboom, D. & Tuerlinckx, F. Revealing the dynamic network structure of the Beck Depression Inventory-II. Psychol. Med. 45, 747-757 (2015).
-
(2015)
Psychol. Med.
, vol.45
, pp. 747-757
-
-
Bringmann, L.F.1
Lemmens, L.H.J.M.2
Huibers, M.J.H.3
Borsboom, D.4
Tuerlinckx, F.5
-
80
-
-
84937019493
-
Exploring the underlying structure of mental disorders: Cross-diagnostic differences and similarities from a network perspective using both a top-down and a bottom-up approach
-
Wigman, J.T.W. et al.; MERGE. Exploring the underlying structure of mental disorders: cross-diagnostic differences and similarities from a network perspective using both a top-down and a bottom-up approach. Psychol. Med. 45, 2375-2387 (2015).
-
(2015)
Psychol. Med.
, vol.45
, pp. 2375-2387
-
-
MERGE1
Wigman, J.T.W.2
-
81
-
-
84891949610
-
Critical slowing down as early warning for the onset and termination of depression
-
van de Leemput, I.A. et al. Critical slowing down as early warning for the onset and termination of depression. Proc. Natl. Acad. Sci. USA 111, 87-92 (2014).
-
(2014)
Proc. Natl. Acad. Sci. USA
, vol.111
, pp. 87-92
-
-
Van De Leemput, I.A.1
-
82
-
-
78649946380
-
Antidepressant monotherapy vs sequential pharmacotherapy and mindfulness-based cognitive therapy, or placebo, for relapse prophylaxis in recurrent depression
-
Segal, Z.V. et al. Antidepressant monotherapy vs sequential pharmacotherapy and mindfulness-based cognitive therapy, or placebo, for relapse prophylaxis in recurrent depression. Arch. Gen. Psychiatry 67, 1256-1264 (2010).
-
(2010)
Arch. Gen. Psychiatry
, vol.67
, pp. 1256-1264
-
-
Segal, Z.V.1
-
83
-
-
84861221732
-
Recovery and subsequent recurrence in patients with recurrent major depressive disorder
-
Dunlop, B.W., Holland, P., Bao, W., Ninan, P.T. & Keller, M.B. Recovery and subsequent recurrence in patients with recurrent major depressive disorder. J. Psychiatr. Res. 46, 708-715 (2012).
-
(2012)
J. Psychiatr. Res.
, vol.46
, pp. 708-715
-
-
Dunlop, B.W.1
Holland, P.2
Bao, W.3
Ninan, P.T.4
Keller, M.B.5
-
84
-
-
0003834557
-
-
Freeman, New York
-
Marr, D. Vision (Freeman, New York, 1982).
-
(1982)
Vision
-
-
Marr, D.1
-
85
-
-
84861621282
-
Go and no-go learning in reward and punishment: Interactions between affect and effect
-
Guitart-Masip, M. et al. Go and no-go learning in reward and punishment: interactions between affect and effect. Neuroimage 62, 154-166 (2012).
-
(2012)
Neuroimage
, vol.62
, pp. 154-166
-
-
Guitart-Masip, M.1
-
86
-
-
84924316005
-
Decision-theoretic psychiatry
-
Huys, Q.J.M., Guitart-Masip, M., Dolan, R.J. & Dayan, P. Decision-theoretic psychiatry. Clin. Psychol. Sci. 3, 400-421 (2015).
-
(2015)
Clin. Psychol. Sci.
, vol.3
, pp. 400-421
-
-
Huys, Q.J.M.1
Guitart-Masip, M.2
Dolan, R.J.3
Dayan, P.4
-
87
-
-
84944582652
-
Linking across levels of computation in model-based cognitive neuroscience
-
(eds. B. Forstmann & E. Wagenmakers) Springer, New York
-
Frank, M.J. Linking across levels of computation in model-based cognitive neuroscience. in An Introduction to Model-Based Cognitive Neuroscience (eds. B. Forstmann & E. Wagenmakers) 163-181 (Springer, New York, 2015).
-
(2015)
An Introduction to Model-Based Cognitive Neuroscience
, pp. 163-181
-
-
Frank, M.J.1
-
88
-
-
84905503383
-
Opponent actor learning (OpAL): Modeling interactive effects of striatal dopamine on reinforcement learning and choice incentive
-
Collins, A.G.E. & Frank, M.J. Opponent actor learning (OpAL): modeling interactive effects of striatal dopamine on reinforcement learning and choice incentive. Psychol. Rev. 121, 337-366 (2014).
-
(2014)
Psychol. Rev.
, vol.121
, pp. 337-366
-
-
Collins, A.G.E.1
Frank, M.J.2
-
89
-
-
42749095376
-
Circuit-based framework for understanding neurotransmitter and risk gene interactions in schizophrenia
-
Lisman, J.E. et al. Circuit-based framework for understanding neurotransmitter and risk gene interactions in schizophrenia. Trends Neurosci. 31, 234-242 (2008).
-
(2008)
Trends Neurosci.
, vol.31
, pp. 234-242
-
-
Lisman, J.E.1
-
90
-
-
84896359684
-
Linking microcircuit dysfunction to cognitive impairment: Effects of disinhibition associated with schizophrenia in a cortical working memory model
-
Murray, J.D. et al. Linking microcircuit dysfunction to cognitive impairment: effects of disinhibition associated with schizophrenia in a cortical working memory model. Cereb. Cortex 24, 859-872 (2014).
-
(2014)
Cereb. Cortex
, vol.24
, pp. 859-872
-
-
Murray, J.D.1
-
91
-
-
0028323167
-
Subanesthetic effects of the noncompetitive NMDA antagonist, ketamine, in humans. Psychotomimetic, perceptual, cognitive, and neuroendocrine responses
-
Krystal, J.H. et al. Subanesthetic effects of the noncompetitive NMDA antagonist, ketamine, in humans. Psychotomimetic, perceptual, cognitive, and neuroendocrine responses. Arch. Gen. Psychiatry 51, 199-214 (1994).
-
(1994)
Arch. Gen. Psychiatry
, vol.51
, pp. 199-214
-
-
Krystal, J.H.1
-
92
-
-
84867393672
-
NMDA receptor function in large-scale anticorrelated neural systems with implications for cognition and schizophrenia
-
Anticevic, A. et al. NMDA receptor function in large-scale anticorrelated neural systems with implications for cognition and schizophrenia. Proc. Natl. Acad. Sci. USA 109, 16720-16725 (2012).
-
(2012)
Proc. Natl. Acad. Sci. USA
, vol.109
, pp. 16720-16725
-
-
Anticevic, A.1
-
93
-
-
12544251990
-
Dynamic dopamine modulation in the basal ganglia: A neurocomputational account of cognitive defcits in medicated and nonmedicated Parkinsonism
-
Frank, M.J. Dynamic dopamine modulation in the basal ganglia: a neurocomputational account of cognitive defcits in medicated and nonmedicated Parkinsonism. J. Cogn. Neurosci. 17, 51-72 (2005).
-
(2005)
J. Cogn. Neurosci.
, vol.17
, pp. 51-72
-
-
Frank, M.J.1
-
94
-
-
84922228056
-
A new framework for cortico-striatal plasticity: Behavioural theory meets in vitro data at the reinforcement-action interface
-
Gurney, K.N., Humphries, M.D. & Redgrave, P. A new framework for cortico-striatal plasticity: behavioural theory meets in vitro data at the reinforcement-action interface. PLoS Biol. 13, e1002034 (2015).
-
(2015)
PLoS Biol.
, vol.13
, pp. e1002034
-
-
Gurney, K.N.1
Humphries, M.D.2
Redgrave, P.3
-
95
-
-
50949089019
-
The dynamic brain: From spiking neurons to neural masses and cortical felds
-
Deco, G., Jirsa, V.K., Robinson, P.A., Breakspear, M. & Friston, K. The dynamic brain: from spiking neurons to neural masses and cortical felds. PLoS Comput. Biol. 4, e1000092 (2008).
-
(2008)
PLoS Comput. Biol.
, vol.4
, pp. e1000092
-
-
Deco, G.1
Jirsa, V.K.2
Robinson, P.A.3
Breakspear, M.4
Friston, K.5
-
97
-
-
80052600884
-
Trial-by-trial data analysis using computational models
-
(eds. M.R. Delgado, E.A. Phelps & T.W. Robbins) OUP
-
Daw, N. Trial-by-trial data analysis using computational models. in Decision Making, Affect, and Learning: Attention and Performance XXIII (eds. M.R. Delgado, E.A. Phelps & T.W. Robbins) 1-23 (OUP, 2009).
-
(2009)
Decision Making, Affect, and Learning: Attention and Performance XXIII
, pp. 1-23
-
-
Daw, N.1
-
98
-
-
72449166356
-
Reinforcement learning, conditioning and the brain: Successes and challenges
-
Maia, T.V. Reinforcement learning, conditioning and the brain: successes and challenges. Cogn. Affect. Behav. Neurosci. 9, 343-364 (2009).
-
(2009)
Cogn. Affect. Behav. Neurosci.
, vol.9
, pp. 343-364
-
-
Maia, T.V.1
-
99
-
-
84941212802
-
Arithmetic and local circuitry underlying dopamine prediction errors
-
Eshel, N. et al. Arithmetic and local circuitry underlying dopamine prediction errors. Nature 525, 243-246 (2015).
-
(2015)
Nature
, vol.525
, pp. 243-246
-
-
Eshel, N.1
-
100
-
-
84975759349
-
The specifcity of pavlovian regulation is associated with recovery from depression
-
in the press
-
Huys, Q.J.M. et al. The specifcity of pavlovian regulation is associated with recovery from depression. Psychol. Med. (in the press).
-
Psychol. Med
-
-
Huys, Q.J.M.1
-
101
-
-
84856723289
-
Negative symptoms and the failure to represent the expected reward value of actions: Behavioral and computational modeling evidence
-
Gold, J.M. et al. Negative symptoms and the failure to represent the expected reward value of actions: behavioral and computational modeling evidence. Arch. Gen. Psychiatry 69, 129-138 (2012).
-
(2012)
Arch. Gen. Psychiatry
, vol.69
, pp. 129-138
-
-
Gold, J.M.1
-
102
-
-
64849099978
-
Do patients with schizophrenia exhibit aberrant salience?
-
Roiser, J.P. et al. Do patients with schizophrenia exhibit aberrant salience? Psychol. Med. 39, 199-209 (2009).
-
(2009)
Psychol. Med.
, vol.39
, pp. 199-209
-
-
Roiser, J.P.1
-
103
-
-
84891696800
-
Striatal dysfunction during reversal learning in unmedicated schizophrenia patients
-
Schlagenhauf, F. et al. Striatal dysfunction during reversal learning in unmedicated schizophrenia patients. Neuroimage 89, 171-180 (2014).
-
(2014)
Neuroimage
, vol.89
, pp. 171-180
-
-
Schlagenhauf, F.1
-
104
-
-
0037382264
-
Coordination of actions and habits in the medial prefrontal cortex of rats
-
Killcross, S. & Coutureau, E. Coordination of actions and habits in the medial prefrontal cortex of rats. Cereb. Cortex 13, 400-408 (2003).
-
(2003)
Cereb. Cortex
, vol.13
, pp. 400-408
-
-
Killcross, S.1
Coutureau, E.2
-
105
-
-
28044450875
-
Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
-
Daw, N.D., Niv, Y. & Dayan, P. Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nat. Neurosci. 8, 1704-1711 (2005).
-
(2005)
Nat. Neurosci.
, vol.8
, pp. 1704-1711
-
-
Daw, N.D.1
Niv, Y.2
Dayan, P.3
-
106
-
-
84885802926
-
Goals and habits in the brain
-
Dolan, R.J. & Dayan, P. Goals and habits in the brain. Neuron 80, 312-325 (2013).
-
(2013)
Neuron
, vol.80
, pp. 312-325
-
-
Dolan, R.J.1
Dayan, P.2
-
107
-
-
84905512012
-
Devaluation and sequential decisions: Linking goal-directed and model-based behavior
-
Friedel, E. et al. Devaluation and sequential decisions: linking goal-directed and model-based behavior. Front. Hum. Neurosci. 8, 587 (2014).
-
(2014)
Front. Hum. Neurosci.
, vol.8
, pp. 587
-
-
Friedel, E.1
-
108
-
-
84922261945
-
Changes in corticostriatal connectivity during reinforcement learning in humans
-
Horga, G. et al. Changes in corticostriatal connectivity during reinforcement learning in humans. Hum. Brain Mapp. 36, 793-803 (2015).
-
(2015)
Hum. Brain Mapp.
, vol.36
, pp. 793-803
-
-
Horga, G.1
-
109
-
-
84928204021
-
The dopamine theory of addiction: 40 years of highs and lows
-
Nutt, D.J., Lingford-Hughes, A., Erritzoe, D. & Stokes, P.R. The dopamine theory of addiction: 40 years of highs and lows. Nat. Rev. Neurosci. 16, 305-312 (2015).
-
(2015)
Nat. Rev. Neurosci.
, vol.16
, pp. 305-312
-
-
Nutt, D.J.1
Lingford-Hughes, A.2
Erritzoe, D.3
Stokes, P.R.4
-
110
-
-
10344225664
-
Addiction as a computational process gone awry
-
Redish, A.D. Addiction as a computational process gone awry. Science 306, 1944-1947 (2004).
-
(2004)
Science
, vol.306
, pp. 1944-1947
-
-
Redish, A.D.1
-
111
-
-
34249744700
-
Blocking of conditioning to a cocaine-paired stimulus: Testing the hypothesis that cocaine perpetually produces a signal of larger-than-expected reward
-
Panlilio, L.V., Thorndike, E.B. & Schindler, C.W. Blocking of conditioning to a cocaine-paired stimulus: testing the hypothesis that cocaine perpetually produces a signal of larger-than-expected reward. Pharmacol. Biochem. Behav. 86, 774-777 (2007).
-
(2007)
Pharmacol. Biochem. Behav.
, vol.86
, pp. 774-777
-
-
Panlilio, L.V.1
Thorndike, E.B.2
Schindler, C.W.3
-
112
-
-
33645582850
-
Amphetamine exposure enhances habit formation
-
Nelson, A. & Killcross, S. Amphetamine exposure enhances habit formation. J. Neurosci. 26, 3805-3812 (2006).
-
(2006)
J. Neurosci.
, vol.26
, pp. 3805-3812
-
-
Nelson, A.1
Killcross, S.2
-
113
-
-
78650971061
-
A selective role for dopamine in stimulus-reward learning
-
Flagel, S.B. et al. A selective role for dopamine in stimulus-reward learning. Nature 469, 53-57 (2011).
-
(2011)
Nature
, vol.469
, pp. 53-57
-
-
Flagel, S.B.1
-
114
-
-
84895773656
-
Modelling individual differences in the form of Pavlovian conditioned approach responses: A dual learning systems approach with factored representations
-
Lesaint, F., Sigaud, O., Flagel, S.B., Robinson, T.E. & Khamassi, M. Modelling individual differences in the form of Pavlovian conditioned approach responses: a dual learning systems approach with factored representations. PLoS Comput. Biol. 10, e1003466 (2014).
-
(2014)
PLoS Comput. Biol.
, vol.10
, pp. e1003466
-
-
Lesaint, F.1
Sigaud, O.2
Flagel, S.B.3
Robinson, T.E.4
Khamassi, M.5
-
115
-
-
84904677320
-
The role of learning-related dopamine signals in addiction vulnerability
-
Huys, Q.J.M., Tobler, P.N., Hasler, G. & Flagel, S.B. The role of learning-related dopamine signals in addiction vulnerability. Prog. Brain Res. 211, 31-77 (2014).
-
(2014)
Prog. Brain Res.
, vol.211
, pp. 31-77
-
-
Huys, Q.J.M.1
Tobler, P.N.2
Hasler, G.3
Flagel, S.B.4
-
116
-
-
84890391251
-
Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients
-
Sjoerds, Z. et al. Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients. Transl. Psychiatry 3, e337 (2013).
-
(2013)
Transl. Psychiatry
, vol.3
, pp. e337
-
-
Sjoerds, Z.1
-
117
-
-
84924655858
-
Disorders of compulsivity: A common bias towards learning habits
-
Voon, V. et al. Disorders of compulsivity: a common bias towards learning habits. Mol. Psychiatry 20, 345-352 (2014).
-
(2014)
Mol. Psychiatry
, vol.20
, pp. 345-352
-
-
Voon, V.1
-
118
-
-
84904681202
-
Model-based and model-free decisions in alcohol dependence
-
Sebold, M. et al. Model-based and model-free decisions in alcohol dependence. Neuropsychobiology 70, 122-131 (2014).
-
(2014)
Neuropsychobiology
, vol.70
, pp. 122-131
-
-
Sebold, M.1
-
119
-
-
84855338277
-
Neurocognitive endophenotypes of impulsivity and compulsivity: Towards dimensional psychiatry
-
Robbins, T.W., Gillan, C.M., Smith, D.G., de Wit, S. & Ersche, K.D. Neurocognitive endophenotypes of impulsivity and compulsivity: towards dimensional psychiatry. Trends Cogn. Sci. 16, 81-91 (2012).
-
(2012)
Trends Cogn. Sci.
, vol.16
, pp. 81-91
-
-
Robbins, T.W.1
Gillan, C.M.2
Smith, D.G.3
De Wit, S.4
Ersche, K.D.5
-
120
-
-
84923884822
-
Functional neuroimaging of avoidance habits in obsessive-compulsive disorder
-
Gillan, C.M. et al. Functional neuroimaging of avoidance habits in obsessive-compulsive disorder. Am. J. Psychiatry 172, 284-293 (2015).
-
(2015)
Am. J. Psychiatry
, vol.172
, pp. 284-293
-
-
Gillan, C.M.1
-
121
-
-
84864935116
-
Dopamine enhances model-based over model-free choice behavior
-
Wunderlich, K., Smittenaar, P. & Dolan, R.J. Dopamine enhances model-based over model-free choice behavior. Neuron 75, 418-424 (2012).
-
(2012)
Neuron
, vol.75
, pp. 418-424
-
-
Wunderlich, K.1
Smittenaar, P.2
Dolan, R.J.3
-
122
-
-
84922309111
-
Ventral striatal dopamine refects behavioral and neural signatures of model-based control during sequential decision making
-
Deserno, L. et al. Ventral striatal dopamine refects behavioral and neural signatures of model-based control during sequential decision making. Proc. Natl. Acad. Sci. USA 112, 1595-1600 (2015).
-
(2015)
Proc. Natl. Acad. Sci. USA
, vol.112
, pp. 1595-1600
-
-
Deserno, L.1
-
123
-
-
84946811477
-
Habitual control of goal selection in humans
-
Cushman, F. & Morris, A. Habitual control of goal selection in humans. Proc. Natl. Acad. Sci. USA 112, 13817-13822 (2015).
-
(2015)
Proc. Natl. Acad. Sci. USA
, vol.112
, pp. 13817-13822
-
-
Cushman, F.1
Morris, A.2
-
124
-
-
84881089217
-
Cognitive control over learning: Creating, clustering, and generalizing task-set structure
-
Collins, A.G.E. & Frank, M.J. Cognitive control over learning: creating, clustering, and generalizing task-set structure. Psychol. Rev. 120, 190-229 (2013).
-
(2013)
Psychol. Rev.
, vol.120
, pp. 190-229
-
-
Collins, A.G.E.1
Frank, M.J.2
-
125
-
-
27644454882
-
Neural systems of reinforcement for drug addiction: From actions to habits to compulsion
-
Everitt, B.J. & Robbins, T.W. Neural systems of reinforcement for drug addiction: from actions to habits to compulsion. Nat. Neurosci. 8, 1481-1489 (2005).
-
(2005)
Nat. Neurosci.
, vol.8
, pp. 1481-1489
-
-
Everitt, B.J.1
Robbins, T.W.2
-
126
-
-
84877341847
-
The curse of planning: Dissecting multiple reinforcement-learning systems by taxing the central executive
-
Otto, A.R., Gershman, S.J., Markman, A.B. & Daw, N.D. The curse of planning: dissecting multiple reinforcement-learning systems by taxing the central executive. Psychol. Sci. 24, 751-761 (2013).
-
(2013)
Psychol. Sci.
, vol.24
, pp. 751-761
-
-
Otto, A.R.1
Gershman, S.J.2
Markman, A.B.3
Daw, N.D.4
-
127
-
-
84923385272
-
Processing speed enhances model-based over model-free reinforcement learning in the presence of high working memory functioning
-
Schad, D.J. et al. Processing speed enhances model-based over model-free reinforcement learning in the presence of high working memory functioning. Front. Psychol. 5, 1450 (2014).
-
(2014)
Front. Psychol.
, vol.5
, pp. 1450
-
-
Schad, D.J.1
-
128
-
-
84891354506
-
Working-memory capacity protects model-based learning from stress
-
Otto, A.R., Raio, C.M., Chiang, A., Phelps, E.A. & Daw, N.D. Working-memory capacity protects model-based learning from stress. Proc. Natl. Acad. Sci. USA 110, 20941-20946 (2013).
-
(2013)
Proc. Natl. Acad. Sci. USA
, vol.110
, pp. 20941-20946
-
-
Otto, A.R.1
Raio, C.M.2
Chiang, A.3
Phelps, E.A.4
Daw, N.D.5
-
129
-
-
84945897192
-
Deciding how to decide: Self-control and meta-decision making
-
Boureau, Y.L., Sokol-Hessner, P. & Daw, N.D. Deciding how to decide: self-control and meta-decision making. Trends Cogn. Sci. 19, 700-710 (2015).
-
(2015)
Trends Cogn. Sci.
, vol.19
, pp. 700-710
-
-
Boureau, Y.L.1
Sokol-Hessner, P.2
Daw, N.D.3
-
130
-
-
79958143780
-
Speed/accuracy trade-off between the habitual and the goal-directed processes
-
Keramati, M., Dezfouli, A. & Piray, P. Speed/accuracy trade-off between the habitual and the goal-directed processes. PLoS Comput. Biol. 7, e1002055 (2011).
-
(2011)
PLoS Comput. Biol.
, vol.7
, pp. e1002055
-
-
Keramati, M.1
Dezfouli, A.2
Piray, P.3
-
131
-
-
84944740173
-
The neural bases of emotion regulation
-
Etkin, A., Büchel, C. & Gross, J.J. The neural bases of emotion regulation. Nat. Rev. Neurosci. 16, 693-700 (2015).
-
(2015)
Nat. Rev. Neurosci.
, vol.16
, pp. 693-700
-
-
Etkin, A.1
Büchel, C.2
Gross, J.J.3
-
132
-
-
84859371025
-
Bonsai trees in your head: How the pavlovian system sculpts goal-directed choices by pruning decision trees
-
Huys, Q.J.M. et al. Bonsai trees in your head: how the pavlovian system sculpts goal-directed choices by pruning decision trees. PLoS Comput. Biol. 8, e1002410 (2012).
-
(2012)
PLoS Comput. Biol.
, vol.8
, pp. e1002410
-
-
Huys, Q.J.M.1
-
133
-
-
84924325916
-
Interplay of approximate planning strategies
-
Huys, Q.J.M. et al. Interplay of approximate planning strategies. Proc. Natl. Acad. Sci. USA 112, 3098-3103 (2015).
-
(2015)
Proc. Natl. Acad. Sci. USA
, vol.112
, pp. 3098-3103
-
-
Huys, Q.J.M.1
-
134
-
-
74049117596
-
Learning and extinction
-
Gershman, S.J., Blei, D.M. & Niv, Y. Context, learning and extinction. Psychol. Rev. 117, 197-209 (2010).
-
(2010)
Psychol. Rev.
, vol.117
, pp. 197-209
-
-
Gershman, S.J.1
Blei, D.M.2
Context, N.Y.3
-
135
-
-
84887935902
-
Gradual extinction prevents the return of fear: Implications for the discovery of state
-
Gershman, S.J., Jones, C.E., Norman, K.A., Monfls, M.H. & Niv, Y. Gradual extinction prevents the return of fear: implications for the discovery of state. Front. Behav. Neurosci. 7, 164 (2013).
-
(2013)
Front. Behav. Neurosci.
, vol.7
, pp. 164
-
-
Gershman, S.J.1
Jones, C.E.2
Norman, K.A.3
Monfls, M.H.4
Niv, Y.5
-
136
-
-
77953156256
-
Fear conditioning and social groups: Statistics, not genetics
-
Maia, T.V. Fear conditioning and social groups: statistics, not genetics. Cogn. Sci. 33, 1232-1251 (2009).
-
(2009)
Cogn. Sci.
, vol.33
, pp. 1232-1251
-
-
Maia, T.V.1
-
137
-
-
84925784161
-
Anxious individuals have diffculty learning the causal statistics of aversive environments
-
Browning, M., Behrens, T.E., Jocham, G., O'Reilly, J.X. & Bishop, S.J. Anxious individuals have diffculty learning the causal statistics of aversive environments. Nat. Neurosci. 18, 590-596 (2015).
-
(2015)
Nat. Neurosci.
, vol.18
, pp. 590-596
-
-
Browning, M.1
Behrens, T.E.2
Jocham, G.3
O'Reilly, J.X.4
Bishop, S.J.5
-
138
-
-
82955236155
-
Rational decision-making in inhibitory control
-
Shenoy, P. & Yu, A.J. Rational decision-making in inhibitory control. Front. Hum. Neurosci. 5, 48 (2011).
-
(2011)
Front. Hum. Neurosci.
, vol.5
, pp. 48
-
-
Shenoy, P.1
Yu, A.J.2
-
139
-
-
84920972979
-
FMRI and EEG predictors of dynamic decision parameters during human reinforcement learning
-
Frank, M.J. et al. fMRI and EEG predictors of dynamic decision parameters during human reinforcement learning. J. Neurosci. 35, 485-494 (2015).
-
(2015)
J. Neurosci.
, vol.35
, pp. 485-494
-
-
Frank, M.J.1
-
140
-
-
80055008688
-
Subthalamic nucleus stimulation reverses mediofrontal infuence over decision threshold
-
Cavanagh, J.F. et al. Subthalamic nucleus stimulation reverses mediofrontal infuence over decision threshold. Nat. Neurosci. 14, 1462-1467 (2011).
-
(2011)
Nat. Neurosci.
, vol.14
, pp. 1462-1467
-
-
Cavanagh, J.F.1
-
141
-
-
84975774362
-
A computational cognitive biomarker for early-stage Huntington's disease
-
in the press
-
Wiecki, T.V., Antoniades, C.A., Stevenson, A., Kennard, C. & Borowsky, B. A computational cognitive biomarker for early-stage Huntington's disease. PLoS One (in the press).
-
PLoS One
-
-
Wiecki, T.V.1
Antoniades, C.A.2
Stevenson, A.3
Kennard, C.4
Borowsky, B.5
-
142
-
-
84898857098
-
When optimism hurts: Infated predictions in psychiatric neuroimaging
-
Whelan, R. & Garavan, H. When optimism hurts: infated predictions in psychiatric neuroimaging. Biol. Psychiatry 75, 746-748 (2014).
-
(2014)
Biol. Psychiatry
, vol.75
, pp. 746-748
-
-
Whelan, R.1
Garavan, H.2
-
143
-
-
79954990666
-
Introduction to machine learning for brain imaging
-
Lemm, S., Blankertz, B., Dickhaus, T. & Müller, K.R. Introduction to machine learning for brain imaging. Neuroimage 56, 387-399 (2011).
-
(2011)
Neuroimage
, vol.56
, pp. 387-399
-
-
Lemm, S.1
Blankertz, B.2
Dickhaus, T.3
Müller, K.R.4
-
144
-
-
84899902574
-
A review of feature reduction techniques in neuroimaging
-
Mwangi, B., Tian, T.S. & Soares, J.C. A review of feature reduction techniques in neuroimaging. Neuroinformatics 12, 229-244 (2014).
-
(2014)
Neuroinformatics
, vol.12
, pp. 229-244
-
-
Mwangi, B.1
Tian, T.S.2
Soares, J.C.3
-
145
-
-
84904314251
-
Parcellating an individual subject's cortical and subcortical brain structures using snowball sampling of resting-state correlations
-
Wig, G.S. et al. Parcellating an individual subject's cortical and subcortical brain structures using snowball sampling of resting-state correlations. Cereb. Cortex 24, 2036-2054 (2014).
-
(2014)
Cereb. Cortex
, vol.24
, pp. 2036-2054
-
-
Wig, G.S.1
-
146
-
-
80051660823
-
Data mining methods in the prediction of Dementia: A real-data comparison of the accuracy sensitivity and specifcity of linear discriminant analysis logistic regression neural networks support vector machines classifcation trees and random forests
-
Maroco, J. et al. Data mining methods in the prediction of Dementia: A real-data comparison of the accuracy, sensitivity and specifcity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classifcation trees and random forests. BMC Res. Notes 4, 299 (2011).
-
(2011)
BMC Res. Notes
, vol.4
, pp. 299
-
-
Maroco, J.1
-
147
-
-
0001025418
-
Bayesian interpolation
-
MacKay, D.J. Bayesian interpolation. Neural Comput. 4, 415-447 (1992).
-
(1992)
Neural Comput.
, vol.4
, pp. 415-447
-
-
MacKay, D.J.1
-
148
-
-
0001122762
-
A study of cross-validation and bootstrap for accuracy estimation and model selection
-
Kohavi, R. A study of cross-validation and bootstrap for accuracy estimation and model selection. Neuroimage 14, 1137-1145 (1995).
-
(1995)
Neuroimage
, vol.14
, pp. 1137-1145
-
-
Kohavi, R.1
|