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Cognitive brain imaging is accumulating datasets about the neural substrate of many different mental processes.
Common Neural Substrates for Inhibition of Spoken and Manual Responses
Xue G, Aron AR, Poldrack RA · 1932
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Dropout: A Simple Way to Prevent Neural Networks from Overfitting
Srivastava N, Hinton GE, Krizhevsky A, Sutskever I, Salakhutdinov R · 1958
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You Can’t Play 20 Questions with Nature and Win: Projective Comments on the Papers of This Symposium
Newell A · 1973
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Updating Quasi-Newton Matrices with Limited Storage
Nocedal J · 1980
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Statistical Parametric Maps in Functional Imaging: A General Linear Approach
Friston KJ, Holmes AP, Worsley KJ, Poline JP, Frith CD, Frackowiak RS · 1994
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Bagging Predictors
Breiman L · 1996
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Analysis of fMRI Data by Blind Separation Into Independent Spatial Components
McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, Bell AJ, et al · 1998
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First-pass versus second-pass parsing processes in a Wernicke’s and a Broca’s aphasic: electrophysiological evidence for a double dissociation
Friederici AD, Hahne A, Von Cramon DY · 1998
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Distributed and Overlapping Representations of Faces and Objects in Ventral Temporal Cortex
Haxby JV, Gobbini IM, Furey ML, Ishai A, Schouten JL, Pietrini P · 2001
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Interactive Memory Systems in the Human Brain
Poldrack RA, Clark J, Pare-Blagoev E, Shohamy D, Creso Moyano J, Myers C, et al · 2001
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Anterior cingulate cortex and response conflict: effects of frequency, inhibition and errors
Braver TS, Barch DM, Gray JR, Molfese DL, Snyder A · 2001
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A default mode of brain function
Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL · 2001
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The New Phrenology: The Limits of Localizing Cognitive Processes in the Brain
Uttal WR · 2001
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Building Memories in Two Languages: An fMRI Study of Episodic Encoding in Bilinguals
Alvarez RP, Jasdzewski G, Poldrack RA · 2002
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Dorsal anterior cingulate cortex: a role in reward-based decision making
Bush G, Vogt BA, Holmes J, Dale AM, Greve D, Jenike MA, et al · 2002
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Maximum-Margin Matrix Factorization
Srebro N, Rennie J, Jaakkola TS · 2004
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A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data
Ando RK, Zhang T · 2005
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Fast Maximum Margin Matrix Factorization for Collaborative Prediction
Rennie JDM, Srebro N · 2005
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Can cognitive processes be inferred from neuroimaging data?
Poldrack RA · 2006
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Long-Term Test–Retest Reliability of Functional MRI in a Classification Learning Task
Aron AR, Gluck M, Poldrack RA · 2006
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Modulation of Competing Memory Systems by Distraction
Foerde K, Knowlton B, Poldrack RA · 2006
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Multi-Task Learning for Classification with Dirichlet Process Priors
Xue Y, Liao X, Carin L, Krishnapuram B · 2007
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Fast Reproducible Identification and Large-Scale Databasing of Individual Functional Cognitive Networks
Pinel P, Thirion B, Meriaux S, Jobert A, Serres J, Bihan DL, et al · 2007
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The Neural Substrates of Visual Perceptual Learning of Words: Implications for the Visual Word Form Area Hypothesis
Xue G, Poldrack RA · 2007
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The Neural Basis of Loss Aversion in Decision-Making Under Risk
Tom SM, Fox CR, Trepel C, Poldrack RA · 2007
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Triangulating a Cognitive Control Network Using Diffusion-Weighted Magnetic Resonance Imaging (MRI) and Functional MRI
Aron AR, Behrens TE, Smith S, Frank MJ, Poldrack RA · 2007
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CORSICA: correction of structured noise in fMRI by automatic identification of ICA components
Perlbarg V, Bellec P, Anton JL, Pélégrini-Issac M, Doyon J, Benali H · 2007
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Lessons from the Netflix Prize Challenge
Bell RM, Koren Y · 2007
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Prefrontal-Subcortical Pathways Mediating Successful Emotion Regulation
Wager TD, Davidson ML, Hughes BL, Lindquist MA, Ochsner KN · 2008
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Decoding the Large-Scale Structure of Brain Function by Classifying Mental States Across Individuals
Poldrack RA, Halchenko YO, Hanson SJ · 2009
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The Future of Psychology: Connecting Mind to Brain
Barrett LF · 2009
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Neural Correlates of Constituent Structure in Language and Music
Hara N, Cauvet E, Devauchelle AD, Dehaene S, Pallier C, et al · 2009
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Sentence Syntax and Content in the Human Temporal Lobe: An fMRI Adaptation Study in Auditory and Visual Modalities
Devauchelle AD, Oppenheim C, Rizzi L, Dehaene S, Pallier C · 2009
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The Development and Generality of Self-Control [PhD thesis]
Cohen JR · 2009
Cited alongside, same era.
Consistency and Variability in Functional Localisers
Duncan K, Pattamadilok C, Knierim I, Devlin J · 2009
Cited alongside, same era.
Recruitment of an Area Involved in Eye Movements During Mental Arithmetic
Knops A, Thirion B, Hubbard EM, Michel V, Dehaene S · 2009
Cited alongside, same era.
Functional segmentation of the brain cortex using high model order group PICA
Kiviniemi V, Starck T, Remes J, Long X, Nikkinen J, Haapea M, et al · 2009
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Two systems for empathy: a double dissociation between emotional and cognitive empathy in inferior frontal gyrus versus ventromedial prefrontal lesions
Shamay-Tsoory SG, Aharon-Peretz J, Perry D · 2009
Cited alongside, same era.
Correspondence of the Brain’s Functional Architecture During Activation and Rest
A Test-Retest fMRI Dataset for Motor, Language and Spatial Attention Functions
Gorgolewski KJ, Storkey A, Bastin ME, Whittle IR, Wardlaw JM, Pernet CR · 2013
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Function in the Human Connectome: Task-fMRI and Individual Differences in Behavior
Barch DM, Burgess GC, Harms MP, Petersen SE, Schlaggar BL, Corbetta M, et al · 2013
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Genetic and Environmental Contributions to Brain Activation During Calculation
Pinel P, Dehaene S · 2013
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Dropout Training as Adaptive Regularization
Wager S, Wang S, Liang PS · 2013
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The Cambridge Centre for Ageing and Neuroscience (Cam-CAN) Study Protocol: A Cross-Sectional, Lifespan, Multidisciplinary Examination of Healthy Cognitive Ageing
Shafto MA, Tyler LK, Dixon M, Taylor JR, Rowe JB, Cusack R, et al · 2014
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Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, Mackay CE, et al · 2009
Cited alongside, same era.
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
Beck A, Teboulle M · 2009
Cited alongside, same era.
A Survey on Transfer Learning
Pan SJ, Yang Q · 2010
Cited alongside, same era.
Online Learning for Matrix Factorization and Sparse Coding
Mairal J, Bach F, Ponce J, Sapiro G · 2010
Cited alongside, same era.
Patterns of brain activity supporting autobiographical memory, prospection, and theory of mind, and their relationship to the default mode network
Spreng RN, Grady CL · 2010
Cited alongside, same era.
Large-Scale Automated Synthesis of Human Functional Neuroimaging Data
Yarkoni T, Poldrack RA, Nichols TE, Van Essen DC, Wager TD · 2011
Cited alongside, same era.
https://openfmri.org/dataset/ds000017
Rizk-Jackson A, Aron AR, Poldrack RA. Classification Learning and Stop-Signal (one Year Test-Retest); 2011 · 2011
Cited alongside, same era.
The Neural Basis of Task Switching Changes with Skill Acquisition
Jimura K, Cazalis F, Stover ERS, Poldrack RA · 2014
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Comparison of Auditory and Visual Oddball fMRI in Schizophrenia
Collier AK, Wolf DH, Valdez JN, Turetsky BI, Elliott MA, Gur RE, et al · 2014
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Automatic denoising of functional MRI data: combining independent component analysis and hierarchical fusion of classifiers
Salimi-Khorshidi G, Douaud G, Beckmann CF, Glasser MF, Griffanti L, Smith SM · 2014
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Machine Learning for Neuroimaging with Scikit-Learn
Abraham A, Pedregosa F, Eickenberg M, Gervais P, Mueller A, Kossaifi J, et al · 2014
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NeuroVault.org: A Web-Based Repository for Collecting and Sharing Unthresholded Statistical Maps of the Human Brain
Gorgolewski KJ, Varoquaux G, Rivera G, Schwarz Y, Ghosh SS, Maumet C, et al · 2015
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Adam: A Method for Stochastic Optimization
Kingma DP, Ba J · 2015
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Variational Dropout and the Local Reparameterization Trick
Kingma DP, Salimans T, Welling M · 2015
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Semi-Supervised Factored Logistic Regression for High-Dimensional Neuroimaging Data
Bzdok D, Eickenberg M, Grisel O, Thirion B, Varoquaux G · 2015
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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Ioffe S, Szegedy C · 2015
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Multimodal Population Brain Imaging in the UK Biobank Prospective Epidemiological Study
Miller KL, Alfaro-Almagro F, Bangerter NK, Thomas DL, Yacoub E, Xu J, et al · 2016
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From Brain Maps to Cognitive Ontologies: Informatics and the Search for Mental Structure
Poldrack RA, Yarkoni T · 2016
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Origins of the Brain Networks for Advanced Mathematics in Expert Mathematicians
Amalric M, Dehaene S · 2016
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A Phenome-Wide Examination of Neural and Cognitive Function
Poldrack RA, Congdon E, Triplett W, Gorgolewski KJ, Karlsgodt K, Mumford JA, et al · 2016
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The Brain Imaging Data Structure, a Format for Organizing and Describing Outputs of Neuroimaging Experiments
Gorgolewski KJ, Auer T, Calhoun VD, Craddock RC, Das S, Duff EP, et al · 2016
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Scanning the Horizon: Towards Transparent and Reproducible Neuroimaging Research
Poldrack RA, Baker CI, Durnez J, Gorgolewski KJ, Matthews PM, Munafò MR, et al · 2017
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Learning Neural Representations of Human Cognition Across Many fMRI Studies
Mensch A, Mairal J, Bzdok D, Thirion B, Varoquaux G · 2017
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The Brainomics/Localizer Database
Papadopoulos Orfanos D, Michel V, Schwartz Y, Pinel P, Moreno A, Le Bihan D, et al · 2017
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Implicit Regularization in Deep Learning [PhD thesis]
Neyshabur B · 2017
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Variational Dropout Sparsifies Deep Neural Networks
Molchanov D, Ashukha A, Vetrov D · 2017
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2017
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Atlases of cognition with large-scale human brain mapping
Varoquaux G, Schwartz Y, Poldrack RA, Gauthier B, Bzdok D, Poline JB, et al · 2018
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Stochastic Subsampling for Factorizing Huge Matrices
Mensch A, Mairal J, Thirion B, Varoquaux G · 2018
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Control networks and hubs
Gratton C, Sun H, Petersen SE · 2018
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Cross-Validation Failure: Small Sample Sizes Lead to Large Error Bars
Varoquaux G · 2018
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The Building Blocks of Interpretability
Olah C, Satyanarayan A, Johnson I, Carter S, Schubert L, Ye K, et al · 2018
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Predictive models avoid excessive reductionism in cognitive neuroimaging
Varoquaux G, Poldrack RA · 2019
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Fine-grain atlases of functional modes for fMRI analysis
Dadi K, Varoquaux G, Machlouzarides-Shalit A, Gorgolewski KJ, Wassermann D, Thirion B, et al · 2020
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