| # | 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 | EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis | Journal of Neuroscience Methods | 2004 | 18,121 |
| 4 | Multilayer feedforward networks are universal approximators | Neural Networks | 1989 | 16,040 |
| 5 | Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain | NeuroImage | 2002 | 14,089 |
| 6 | Normative data on a battery of neuropsychological tests in the Han Chinese population | Journal of Neuropsychology | 2011 | 13,754 |
| 7 | 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 |
| 8 | Deep learning in neural networks: An overview | Neural Networks | 2015 | 12,685 |
| 9 | A Fast Learning Algorithm for Deep Belief Nets | Neural Computation | 2006 | 12,682 |
| 10 | The diagnosis of dementia due to Alzheimer's disease: Recommendations from the National Institute on Aging‐Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease | Alzheimer's and Dementia | 2011 | 12,681 |
| 11 | Advances in functional and structural MR image analysis and implementation as FSL | NeuroImage | 2004 | 11,375 |
| 12 | Eigenfaces for Recognition | Journal of Cognitive Neuroscience | 1991 | 11,279 |
| 13 | Observational Study of Behavior: Sampling Methods | Behaviour | 1974 | 10,871 |
| 14 | Extreme learning machine: Theory and applications | Neurocomputing | 2006 | 10,570 |
| 15 | An Integrative Theory of Prefrontal Cortex Function | Annual Review of Neuroscience | 2001 | 10,240 |
| 16 | Control of goal-directed and stimulus-driven attention in the brain | Nature Reviews Neuroscience | 2002 | 10,175 |
| 17 | An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest | NeuroImage | 2006 | 10,125 |
| 18 | Complex brain networks: graph theoretical analysis of structural and functional systems | Nature Reviews Neuroscience | 2009 | 9,369 |
| 19 | Complex network measures of brain connectivity: Uses and interpretations | NeuroImage | 2010 | 9,280 |
| 20 | Cortical Surface-Based Analysis | NeuroImage | 1999 | 9,194 |
| 21 | Depression and Quality of Life in Older Persons: A Review | Dementia and Geriatric Cognitive Disorders | 2015 | 9,000 |
| 22 | FSL | NeuroImage | 2012 | 8,804 |
| 23 | Improved Optimization for the Robust and Accurate Linear Registration and Motion Correction of Brain Images | NeuroImage | 2002 | 8,296 |
| 24 | An Information-Maximization Approach to Blind Separation and Blind Deconvolution | Neural Computation | 1995 | 7,791 |
| 25 | Parallel Organization of Functionally Segregated Circuits Linking Basal Ganglia and Cortex | Annual Review of Neuroscience | 1986 | 7,737 |
| 26 | Backpropagation Applied to Handwritten Zip Code Recognition | Neural Computation | 1989 | 7,701 |
| 27 | Voxel-Based Morphometry—The Methods | NeuroImage | 2000 | 7,674 |
| 28 | The diagnosis of mild cognitive impairment due to Alzheimer's disease: Recommendations from the National Institute on Aging‐Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease | Alzheimer's and Dementia | 2011 | 7,498 |
| 29 | FieldTrip: Open Source Software for Advanced Analysis of MEG, EEG, and Invasive Electrophysiological Data | Computational Intelligence and Neuroscience | 2011 | 7,466 |
| 30 | Neural Mechanisms of Selective Visual Attention | Annual Review of Neuroscience | 1995 | 7,228 |
| 31 | Emotion Circuits in the Brain | Annual Review of Neuroscience | 2000 | 7,087 |
| 32 | The Fusiform Face Area: A Module in Human Extrastriate Cortex Specialized for Face Perception | Journal of Neuroscience | 1997 | 6,909 |
| 33 | A fast diffeomorphic image registration algorithm | NeuroImage | 2007 | 6,865 |
| 34 | Unified segmentation | NeuroImage | 2005 | 6,855 |
| 35 | The Attention System of the Human Brain | Annual Review of Neuroscience | 1990 | 6,835 |
| 36 | Independent component analysis: algorithms and applications | Neural Networks | 2000 | 6,796 |
| 37 | Brain–computer interfaces for communication and control | Clinical Neurophysiology | 2002 | 6,747 |
| 38 | Improved optimization for the robust and accurate linear registration and motion correction of brain images | NeuroImage | 2002 | 6,746 |
| 39 | Distributed Hierarchical Processing in the Primate Cerebral Cortex | Cerebral Cortex | 1991 | 6,701 |
| 40 | User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability | NeuroImage | 2006 | 6,669 |
| 41 | THE MIRROR-NEURON SYSTEM | Annual Review of Neuroscience | 2004 | 6,657 |
| 42 | Nonparametric statistical testing of EEG- and MEG-data | Journal of Neuroscience Methods | 2007 | 6,559 |
| 43 | Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion | NeuroImage | 2012 | 6,516 |
| 44 | FreeSurfer | NeuroImage | 2012 | 6,482 |
| 45 | The organization of the human cerebral cortex estimated by intrinsic functional connectivity | Journal of Neurophysiology | 2011 | 6,420 |
| 46 | Quantitative assessment of tactile allodynia in the rat paw | Journal of Neuroscience Methods | 1994 | 6,348 |
| 47 | Nonlinear Component Analysis as a Kernel Eigenvalue Problem | Neural Computation | 1998 | 6,336 |
| 48 | Finding Structure in Time | Cognitive Science | 1990 | 6,281 |
| 49 | Developments of a water-maze procedure for studying spatial learning in the rat | Journal of Neuroscience Methods | 1984 | 6,239 |
| 50 | Does the autistic child have a “theory of mind” ? | Cognition | 1985 | 6,234 |
| 51 | Dissociable Intrinsic Connectivity Networks for Salience Processing and Executive Control | Journal of Neuroscience | 2007 | 6,171 |
| 52 | Updating P300: An integrative theory of P3a and P3b | Clinical Neurophysiology | 2007 | 5,951 |
| 53 | Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging | Nature Reviews Neuroscience | 2007 | 5,936 |
| 54 | Laplacian Eigenmaps for Dimensionality Reduction and Data Representation | Neural Computation | 2003 | 5,873 |
| 55 | NIA‐AA Research Framework: Toward a biological definition of Alzheimer's disease | Alzheimer's and Dementia | 2018 | 5,861 |
| 56 | Event-related EEG/MEG synchronization and desynchronization: basic principles | Clinical Neurophysiology | 1999 | 5,808 |
| 57 | Toward a Theory of Situation Awareness in Dynamic Systems | Human Factors | 1995 | 5,779 |
| 58 | Tract-based spatial statistics: Voxelwise analysis of multi-subject diffusion data | NeuroImage | 2006 | 5,755 |
| 59 | A robust and high-throughput Cre reporting and characterization system for the whole mouse brain | Nature Neuroscience | 2010 | 5,650 |
| 60 | Cognitive and emotional influences in anterior cingulate cortex | Trends in Cognitive Sciences | 2000 | 5,600 |
| 61 | Cortical Surface-Based Analysis | NeuroImage | 1999 | 5,599 |
| 62 | From inflammation to sickness and depression: when the immune system subjugates the brain | Nature Reviews Neuroscience | 2008 | 5,599 |
| 63 | Epigenetic programming by maternal behavior | Nature Neuroscience | 2004 | 5,564 |
| 64 | Toward defining the preclinical stages of Alzheimer's disease: Recommendations from the National Institute on Aging‐Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease | Alzheimer's and Dementia | 2011 | 5,550 |
| 65 | Power failure: why small sample size undermines the reliability of neuroscience | Nature Reviews Neuroscience | 2013 | 5,386 |
| 66 | Development and reliability of a system to classify gross motor function in children with cerebral palsy | Developmental Medicine and Child Neurology | 1997 | 5,263 |
| 67 | How do you feel — now? The anterior insula and human awareness | Nature Reviews Neuroscience | 2009 | 5,241 |
| 68 | Stacked generalization | Neural Networks | 1992 | 5,157 |
| 69 | Insensitivity to future consequences following damage to human prefrontal cortex | Cognition | 1994 | 5,078 |
| 70 | Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children's understanding of deception | Cognition | 1983 | 4,989 |
| 71 | The free-energy principle: a unified brain theory? | Nature Reviews Neuroscience | 2010 | 4,902 |
| 72 | The episodic buffer: a new component of working memory? | Trends in Cognitive Sciences | 2000 | 4,857 |
| 73 | Validation of open : closed arm entries in an elevated plus-maze as a measure of anxiety in the rat | Journal of Neuroscience Methods | 1985 | 4,817 |
| 74 | Effects of stress throughout the lifespan on the brain, behaviour and cognition | Nature Reviews Neuroscience | 2009 | 4,771 |
| 75 | An automated method for neuroanatomic and cytoarchitectonic atlas-based interrogation of fMRI data sets | NeuroImage | 2003 | 4,688 |
| 76 | Brain development during childhood and adolescence: a longitudinal MRI study | Nature Neuroscience | 1999 | 4,670 |
| 77 | How do you feel? Interoception: the sense of the physiological condition of the body | Nature Reviews Neuroscience | 2002 | 4,656 |
| 78 | The adolescent brain and age-related behavioral manifestations | Neuroscience and Biobehavioral Reviews | 2000 | 4,590 |
| 79 | Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference | NeuroImage | 2009 | 4,467 |
| 80 | Thresholding of Statistical Maps in Functional Neuroimaging Using the False Discovery Rate | NeuroImage | 2002 | 4,420 |
| 81 | Astrocyte–endothelial interactions at the blood–brain barrier | Nature Reviews Neuroscience | 2006 | 4,411 |
| 82 | Safety, ethical considerations, and application guidelines for the use of transcranial magnetic stimulation in clinical practice and research | Clinical Neurophysiology | 2009 | 4,364 |
| 83 | The WU-Minn Human Connectome Project: An overview | NeuroImage | 2013 | 4,282 |
| 84 | Predictive Reward Signal of Dopamine Neurons | Journal of Neurophysiology | 1998 | 4,219 |
| 85 | The brainweb: Phase synchronization and large-scale integration | Nature Reviews Neuroscience | 2001 | 4,192 |
| 86 | A Voxel-Based Morphometric Study of Ageing in 465 Normal Adult Human Brains | NeuroImage | 2001 | 4,189 |
| 87 | Cognitive Load During Problem Solving: Effects on Learning | Cognitive Science | 1988 | 4,165 |
| 88 | The distributed human neural system for face perception | Trends in Cognitive Sciences | 2000 | 4,144 |
| 89 | Approximation capabilities of multilayer feedforward networks | Neural Networks | 1991 | 4,131 |
| 90 | The cortical organization of speech processing | Nature Reviews Neuroscience | 2007 | 4,129 |
| 91 | An RNA-Sequencing Transcriptome and Splicing Database of Glia, Neurons, and Vascular Cells of the Cerebral Cortex | Journal of Neuroscience | 2014 | 4,119 |
| 92 | Millisecond-timescale, genetically targeted optical control of neural activity | Nature Neuroscience | 2005 | 4,110 |
| 93 | Estimating the Support of a High-Dimensional Distribution | Neural Computation | 2001 | 4,068 |
| 94 | The minimal preprocessing pipelines for the Human Connectome Project | NeuroImage | 2013 | 4,042 |
| 95 | Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects | Nature Neuroscience | 1999 | 4,034 |
| 96 | Dynamic causal modelling | NeuroImage | 2003 | 3,997 |
| 97 | Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type | Journal of Neuroscience | 1998 | 3,916 |
| 98 | Stress and the brain: from adaptation to disease | Nature Reviews Neuroscience | 2005 | 3,857 |
| 99 | Cloned Glutamate Receptors | Annual Review of Neuroscience | 1994 | 3,813 |
| 100 | The organization of the human cerebellum estimated by intrinsic functional connectivity | Journal of Neurophysiology | 2011 | 3,788 |
