| # | Title | Journal | Year | Citations |
|---|
| 1 | Long Short-Term Memory | Neural Computation | 1997 | 58,553 |
| 2 | The assessment and analysis of handedness: The Edinburgh inventory | Neuropsychologia | 1971 | 32,207 |
| 3 | Multilayer feedforward networks are universal approximators | Neural Networks | 1989 | 16,040 |
| 4 | Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain | NeuroImage | 2002 | 14,089 |
| 5 | Normative data on a battery of neuropsychological tests in the Han Chinese population | Journal of Neuropsychology | 2011 | 13,754 |
| 6 | Special Care Units and Traditional Care in Dementia: Relationship with Behavior, Cognition, Functional Status and Quality of Life - A Review | Dementia and Geriatric Cognitive Disorders Extra | 2013 | 13,502 |
| 7 | Deep learning in neural networks: An overview | Neural Networks | 2015 | 12,685 |
| 8 | A Fast Learning Algorithm for Deep Belief Nets | Neural Computation | 2006 | 12,682 |
| 9 | Advances in functional and structural MR image analysis and implementation as FSL | NeuroImage | 2004 | 11,375 |
| 10 | Eigenfaces for Recognition | Journal of Cognitive Neuroscience | 1991 | 11,279 |
| 11 | Extreme learning machine: Theory and applications | Neurocomputing | 2006 | 10,570 |
| 12 | An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest | NeuroImage | 2006 | 10,125 |
| 13 | Complex network measures of brain connectivity: Uses and interpretations | NeuroImage | 2010 | 9,280 |
| 14 | Cortical Surface-Based Analysis | NeuroImage | 1999 | 9,194 |
| 15 | Depression and Quality of Life in Older Persons: A Review | Dementia and Geriatric Cognitive Disorders | 2015 | 9,000 |
| 16 | FSL | NeuroImage | 2012 | 8,804 |
| 17 | Improved Optimization for the Robust and Accurate Linear Registration and Motion Correction of Brain Images | NeuroImage | 2002 | 8,296 |
| 18 | An Information-Maximization Approach to Blind Separation and Blind Deconvolution | Neural Computation | 1995 | 7,791 |
| 19 | Backpropagation Applied to Handwritten Zip Code Recognition | Neural Computation | 1989 | 7,701 |
| 20 | Voxel-Based Morphometry—The Methods | NeuroImage | 2000 | 7,674 |
| 21 | A fast diffeomorphic image registration algorithm | NeuroImage | 2007 | 6,865 |
| 22 | Unified segmentation | NeuroImage | 2005 | 6,855 |
| 23 | Independent component analysis: algorithms and applications | Neural Networks | 2000 | 6,796 |
| 24 | Improved optimization for the robust and accurate linear registration and motion correction of brain images | NeuroImage | 2002 | 6,746 |
| 25 | Distributed Hierarchical Processing in the Primate Cerebral Cortex | Cerebral Cortex | 1991 | 6,701 |
| 26 | User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability | NeuroImage | 2006 | 6,669 |
| 27 | Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion | NeuroImage | 2012 | 6,516 |
| 28 | FreeSurfer | NeuroImage | 2012 | 6,482 |
| 29 | Nonlinear Component Analysis as a Kernel Eigenvalue Problem | Neural Computation | 1998 | 6,336 |
| 30 | Finding Structure in Time | Cognitive Science | 1990 | 6,281 |
| 31 | Does the autistic child have a “theory of mind” ? | Cognition | 1985 | 6,234 |
| 32 | Laplacian Eigenmaps for Dimensionality Reduction and Data Representation | Neural Computation | 2003 | 5,873 |
| 33 | Tract-based spatial statistics: Voxelwise analysis of multi-subject diffusion data | NeuroImage | 2006 | 5,755 |
| 34 | Cognitive and emotional influences in anterior cingulate cortex | Trends in Cognitive Sciences | 2000 | 5,600 |
| 35 | Cortical Surface-Based Analysis | NeuroImage | 1999 | 5,599 |
| 36 | Stacked generalization | Neural Networks | 1992 | 5,157 |
| 37 | Insensitivity to future consequences following damage to human prefrontal cortex | Cognition | 1994 | 5,078 |
| 38 | Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children's understanding of deception | Cognition | 1983 | 4,989 |
| 39 | The episodic buffer: a new component of working memory? | Trends in Cognitive Sciences | 2000 | 4,857 |
| 40 | An automated method for neuroanatomic and cytoarchitectonic atlas-based interrogation of fMRI data sets | NeuroImage | 2003 | 4,688 |
| 41 | The adolescent brain and age-related behavioral manifestations | Neuroscience and Biobehavioral Reviews | 2000 | 4,590 |
| 42 | Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference | NeuroImage | 2009 | 4,467 |
| 43 | Thresholding of Statistical Maps in Functional Neuroimaging Using the False Discovery Rate | NeuroImage | 2002 | 4,420 |
| 44 | The WU-Minn Human Connectome Project: An overview | NeuroImage | 2013 | 4,282 |
| 45 | A Voxel-Based Morphometric Study of Ageing in 465 Normal Adult Human Brains | NeuroImage | 2001 | 4,189 |
| 46 | Cognitive Load During Problem Solving: Effects on Learning | Cognitive Science | 1988 | 4,165 |
| 47 | The distributed human neural system for face perception | Trends in Cognitive Sciences | 2000 | 4,144 |
| 48 | Approximation capabilities of multilayer feedforward networks | Neural Networks | 1991 | 4,131 |
| 49 | Estimating the Support of a High-Dimensional Distribution | Neural Computation | 2001 | 4,068 |
| 50 | The minimal preprocessing pipelines for the Human Connectome Project | NeuroImage | 2013 | 4,042 |
| 51 | Dynamic causal modelling | NeuroImage | 2003 | 3,997 |
| 52 | Categorization and Representation of Physics Problems by Experts and Novices* | Cognitive Science | 1981 | 3,767 |
| 53 | Fast Learning in Networks of Locally-Tuned Processing Units | Neural Computation | 1989 | 3,752 |
| 54 | A new SPM toolbox for combining probabilistic cytoarchitectonic maps and functional imaging data | NeuroImage | 2005 | 3,746 |
| 55 | Automatically Parcellating the Human Cerebral Cortex | Cerebral Cortex | 2004 | 3,657 |
| 56 | On the approximate realization of continuous mappings by neural networks | Neural Networks | 1989 | 3,655 |
| 57 | Bayesian Interpolation | Neural Computation | 1992 | 3,639 |
| 58 | The cognitive control of emotion | Trends in Cognitive Sciences | 2005 | 3,591 |
| 59 | A mechanism for cognitive dynamics: neuronal communication through neuronal coherence | Trends in Cognitive Sciences | 2005 | 3,545 |
| 60 | Connectionism and cognitive architecture: A critical analysis | Cognition | 1988 | 3,538 |
| 61 | A reproducible evaluation of ANTs similarity metric performance in brain image registration | NeuroImage | 2011 | 3,535 |
| 62 | A component based noise correction method (CompCor) for BOLD and perfusion based fMRI | NeuroImage | 2007 | 3,466 |
| 63 | Preface: Cerebral Cortex Has Come of Age | Cerebral Cortex | 1991 | 3,460 |
| 64 | Universal Approximation Using Radial-Basis-Function Networks | Neural Computation | 1991 | 3,401 |
| 65 | Structure-Mapping: A Theoretical Framework for Analogy* | Cognitive Science | 1983 | 3,384 |
| 66 | Framewise phoneme classification with bidirectional LSTM and other neural network architectures | Neural Networks | 2005 | 3,361 |
| 67 | A scaled conjugate gradient algorithm for fast supervised learning | Neural Networks | 1993 | 3,349 |
| 68 | Training Products of Experts by Minimizing Contrastive Divergence | Neural Computation | 2002 | 3,295 |
| 69 | Probabilistic neural networks | Neural Networks | 1990 | 3,293 |
| 70 | Learning to Forget: Continual Prediction with LSTM | Neural Computation | 2000 | 3,293 |
| 71 | Imaging Cognition II: An Empirical Review of 275 PET and fMRI Studies | Journal of Cognitive Neuroscience | 2000 | 3,281 |
| 72 | Where Is the Semantic System? A Critical Review and Meta-Analysis of 120 Functional Neuroimaging Studies | Cerebral Cortex | 2009 | 3,271 |
| 73 | Probabilistic diffusion tractography with multiple fibre orientations: What can we gain? | NeuroImage | 2007 | 3,129 |
| 74 | Functional Neuroanatomy of Emotion: A Meta-Analysis of Emotion Activation Studies in PET and fMRI | NeuroImage | 2002 | 3,120 |
| 75 | Adaptive Mixtures of Local Experts | Neural Computation | 1991 | 3,109 |
| 76 | A Learning Algorithm for Continually Running Fully Recurrent Neural Networks | Neural Computation | 1989 | 3,097 |
| 77 | Conflict monitoring and anterior cingulate cortex: an update | Trends in Cognitive Sciences | 2004 | 2,998 |
| 78 | Universal dimensions of social cognition: warmth and competence | Trends in Cognitive Sciences | 2007 | 2,956 |
| 79 | Heart rate variability: Origins, methods, and interpretive caveats | Psychophysiology | 1997 | 2,945 |
| 80 | Testing the Efficiency and Independence of Attentional Networks | Journal of Cognitive Neuroscience | 2002 | 2,940 |
| 81 | Large-scale brain networks and psychopathology: a unifying triple network model | Trends in Cognitive Sciences | 2011 | 2,937 |
| 82 | Emotion regulation: Affective, cognitive, and social consequences | Psychophysiology | 2002 | 2,914 |
| 83 | Interneurons of the hippocampus | Hippocampus | 1998 | 2,892 |
| 84 | Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations | Neural Computation | 2002 | 2,887 |
| 85 | Methods to detect, characterize, and remove motion artifact in resting state fMRI | NeuroImage | 2014 | 2,881 |
| 86 | Permutation inference for the general linear model | NeuroImage | 2014 | 2,870 |
| 87 | The N1 Wave of the Human Electric and Magnetic Response to Sound: A Review and an Analysis of the Component Structure | Psychophysiology | 1987 | 2,857 |
| 88 | Time series forecasting using a hybrid ARIMA and neural network model | Neurocomputing | 2003 | 2,840 |
| 89 | Neural Networks and the Bias/Variance Dilemma | Neural Computation | 1992 | 2,832 |
| 90 | A Fast Fixed-Point Algorithm for Independent Component Analysis | Neural Computation | 1997 | 2,828 |
| 91 | Accurate and robust brain image alignment using boundary-based registration | NeuroImage | 2009 | 2,808 |
| 92 | Psychophysiological and Modulatory Interactions in Neuroimaging | NeuroImage | 1997 | 2,807 |
| 93 | Emotion, Decision Making and the Orbitofrontal Cortex | Cerebral Cortex | 2000 | 2,712 |
| 94 | Electrophysiological Studies of Face Perception in Humans | Journal of Cognitive Neuroscience | 1996 | 2,690 |
| 95 | Looking at pictures: Affective, facial, visceral, and behavioral reactions | Psychophysiology | 1993 | 2,660 |
| 96 | Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms | Neural Computation | 1998 | 2,651 |
| 97 | The motor theory of speech perception revised | Cognition | 1985 | 2,645 |
| 98 | Mirror neurons and the simulation theory of mind-reading | Trends in Cognitive Sciences | 1998 | 2,629 |
| 99 | Inhibition and the right inferior frontal cortex | Trends in Cognitive Sciences | 2004 | 2,628 |
| 100 | Removing electroencephalographic artifacts by blind source separation | Psychophysiology | 2000 | 2,585 |
