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1. Full Text 184. Subspecialization Within Default Mode Nodes
by Bzdok, Danilo
Biological Psychiatry, ISSN 0006-3223, 05/2019, Volume 85, Issue 10, pp. S76 - S76
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2. Full Text Classical Statistics and Statistical Learning in Imaging Neuroscience
: Two Statistical Cultures in Neuroimaging
by Bzdok, Danilo
Frontiers in Human Neuroscience, ISSN 1662-5161, 11/2017
Brain-imaging research has predominantly generated insight by means of classical statistics, including regression-type analyses and null-hypothesis testing... 
Life Sciences | Artificial Intelligence | Neurons and Cognition | Computer Science | Cognitive science | Bioinformatics
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3. Full Text Classical statistics and statistical learning in imaging neuroscience
by Bzdok, Danilo
Frontiers in Neuroscience, ISSN 1662-4548, 10/2017, Volume 11
Brain-imaging research has predominantly generated insight by means of classical statistics, including regression-type analyses and null-hypothesis testing... 
Neuroimaging | Epistemology | Rosetta stone | Machine learning | Data science | Statistical inference | P-value | p-value | CIRCULAR ANALYSIS | INFORMATION | Rosetta Stone | PATTERN-ANALYSIS | machine learning | INFERENCE | VARIABLE SELECTION | NEUROSCIENCES | neuroimaging | epistemology | NEURAL-NETWORKS | data science | OBJECT RECOGNITION | statistical inference | PERMUTATION TESTS | FMRI | GENOME-WIDE ASSOCIATION | Learning | Hypothesis testing | Learning algorithms | Statistical analysis | Image processing | Nervous system | Statistics
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4. Full Text Classical Statistics and Statistical Learning in Imaging Neuroscience
by Bzdok, Danilo
Frontiers in neuroscience, ISSN 1662-4548, 2017, Volume 11, p. 543
Brain-imaging research has predominantly generated insight by means of classical statistics, including regression-type analyses and null-hypothesis testing... 
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5. Full Text Points of Significance: Statistics versus machine learning
by Bzdok, Danilo and Altman, Naomi and Krzywinski, Martin
Nature Methods, ISSN 1548-7091, 04/2018, Volume 15, Issue 4, pp. 233 - 234
Statistics draws population inferences from a sample, and machine learning finds generalizable predictive patterns. 
BIOCHEMICAL RESEARCH METHODS | Biological research | Usage | Mathematical statistics | Machine learning | Research | Comparative analysis | Methods | Computational biology | Biology, Experimental | Learning algorithms
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6. Full Text Connectivity‐based parcellation: Critique and implications
by Eickhoff, Simon B and Thirion, Bertrand and Varoquaux, Gaël and Bzdok, Danilo
Human Brain Mapping, ISSN 1065-9471, 12/2015, Volume 36, Issue 12, pp. 4771 - 4792
Regional specialization and functional integration are often viewed as two fundamental principles of human brain organization. They are closely intertwined... 
resting‐state correlations | statistical learning | double dipping | brain parcellation | diffusion MRI | clustering | statistical inference | data‐driven | Brain parcellation | Resting-state correlations | Statistical learning | Diffusion MRI | Data-driven | Statistical inference | Clustering | Double dipping | RESTING-STATE FMRI | HUMAN BRAIN | FRONTAL-CORTEX | resting-state correlations | NEUROSCIENCES | NEUROIMAGING | CLUSTER-ANALYSIS | CONVERGENT FUNCTIONAL ARCHITECTURE | RIGHT TEMPOROPARIETAL JUNCTION | data-driven | SOCIAL-INTERACTION | TEMPORO-PARIETAL JUNCTION | OLD-WORLD MONKEY | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | MACAQUE MONKEY | Neuroimaging | Brain Mapping | Algorithms | Brain - anatomy & histology | Brain - physiology | Humans | Life Sciences | Bioinformatics | Artificial Intelligence | Neurons and Cognition | Computer Science
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7. Full Text Activation likelihood estimation meta-analysis revisited
by Eickhoff, Simon B and Bzdok, Danilo and Laird, Angela R and Kurth, Florian and Fox, Peter T
NeuroImage, ISSN 1053-8119, 02/2012, Volume 59, Issue 3, pp. 2349 - 2361
A widely used technique for coordinate-based meta-analysis of neuroimaging data is activation likelihood estimation (ALE), which determines the convergence of... 
Cluster-thresholding | fMRI | Inference | Permutation | PET | FMRI | ATTENTION | PERSONALLY FAMILIAR FACES | SCHIZOPHRENIA | AUTISM SPECTRUM DISORDERS | NEUROSCIENCES | NEUROIMAGING | OBSESSIVE-COMPULSIVE DISORDER | VOXEL-BASED MORPHOMETRY | FALSE DISCOVERY RATE | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | BRAIN | FACIAL EXPRESSIONS | Image Processing, Computer-Assisted - statistics & numerical data | Data Interpretation, Statistical | Meta-Analysis as Topic | Brain - anatomy & histology | Humans | Magnetic Resonance Imaging - methods | Image Processing, Computer-Assisted - methods | Positron-Emission Tomography - methods | False Positive Reactions | Positron-Emission Tomography - statistics & numerical data | Likelihood Functions | Algorithms | Magnetic Resonance Imaging - statistics & numerical data | Signal Processing, Computer-Assisted | Cluster Analysis | Studies | Medical imaging | Maps | Brain research | Probability | Experiments | Meta-analysis | inference | cluster-thresholding | permutation
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8. Full Text Inference in the age of big data: Future perspectives on neuroscience
by Bzdok, Danilo and Yeo, B.T. Thomas
NeuroImage, ISSN 1053-8119, 07/2017, Volume 155, pp. 549 - 564
Neuroscience is undergoing faster changes than ever before. Over 100 years our field qualitatively described and invasively manipulated single or few organisms... 
Hypothesis testing | High-dimensional statistics | Sample complexity | Epistemology | Systems biology | Machine learning | LOGISTIC-REGRESSION | VS. GENERATIVE CLASSIFIERS | CONNECTIVITY NETWORKS | CLASSIFICATION | BAYESIAN MODEL | NEUROSCIENCES | NEUROIMAGING | PREDICTION | OVERLAPPING COMMUNITIES | DEEP NEURAL-NETWORKS | FUNCTIONAL ARCHITECTURE | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | BRAIN | Datasets as Topic - trends | Models, Theoretical | Data Interpretation, Statistical | Humans | Neurosciences - trends | Psychotherapy | Neurosciences | Big data | Information management | Neuroimaging | Brain | Neurobiology | Nervous system | Cognition | Genomes | Assaying | Data management | Genetics | Mathematical models | Age | Data analysis | Statistical analysis | Attention | Big Data | Data processing | Pharmacology | Statistical models | Neural networks | Reasoning | Digitization | Bayesian analysis | Synapses | Bioinformatics | Computer Science
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9. Full Text Behavior, sensitivity, and power of activation likelihood estimation characterized by massive empirical simulation
by Eickhoff, Claudia R and Eickhoff, Simon B and Nichols, Thomas E and Laird, Angela R and Hoffstaedter, Felix and Amunts, Katrin and Fox, Peter T and Bzdok, Danilo
NeuroImage, ISSN 1053-8119, 08/2016, Volume 137, pp. 70 - 85
Given the increasing number of neuroimaging publications, the automated knowledge extraction on brain-behavior associations by quantitative meta-analyses has... 
HUMAN BRAIN | FLEXIBILITY | NETWORKS | RELIABILITY | FUNCTIONAL NEUROIMAGING DATA | NEUROSCIENCES | NEUROIMAGING | FALSE DISCOVERY RATE | ALE METAANALYSIS | CONNECTIVITY | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | FMRI | WORKING-MEMORY | Neuroimaging - methods | Data Interpretation, Statistical | Likelihood Functions | Meta-Analysis as Topic | Reproducibility of Results | Humans | Image Interpretation, Computer-Assisted - methods | Sensitivity and Specificity | Brain - physiology | Analysis | Beer | Neurosciences | Research institutes | Neuroimaging | Brain | Nuclear magnetic resonance--NMR | Medical imaging | Image processing | Memory | Schizophrenia | Orthography | Statistics | Experiments | Meta-analysis | Studies | Reading | Error correction & detection | Language | Cognition & reasoning | Semantics | Phonology | Speech
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10. Full Text Points of Significance: Machine learning: A primer
by Bzdok, Danilo and Krzywinski, Martin and Altman, Naomi
Nature Methods, ISSN 1548-7091, 12/2017, Volume 14, Issue 12, pp. 1119 - 1120
BIOCHEMICAL RESEARCH METHODS | Medicine, Experimental | Medical research | Research | Machine learning | Innovations | Computational biology | Learning algorithms | Statistics | Machine Learning | Artificial Intelligence | Computer Science
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11. Full Text An investigation of the structural, connectional, and functional subspecialization in the human amygdala
by Bzdok, Danilo and Laird, Angela R and Zilles, Karl and Fox, Peter T and Eickhoff, Simon B
Human Brain Mapping, ISSN 1065-9471, 12/2013, Volume 34, Issue 12, pp. 3247 - 3266
Although the amygdala complex is a brain area critical for human behavior, knowledge of its subspecialization is primarily derived from experiments in animals.... 
parcellation | amygdala | connectivity | social cognition | behavior | data mining | Connectivity | Behavior | Amygdala | Data mining | Parcellation | Social cognition | BRAINS DEFAULT NETWORK | RHESUS-MONKEY | BASOLATERAL AMYGDALA | LIKELIHOOD ESTIMATION | SUPERFICIAL AMYGDALA | NEUROSCIENCES | NEUROIMAGING | CINGULATE CORTEX | IN-VIVO | CYTOARCHITECTONIC MAPS | ORBITOFRONTAL CORTEX | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | MACAQUE MONKEY | Amygdala - anatomy & histology | Humans | Databases, Factual - statistics & numerical data | Brain Mapping | Functional Laterality | Amygdala - physiology | Nerve Net - physiology | Neural Pathways - physiology | Analysis | Investigations
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12. Full Text Co-activation patterns distinguish cortical modules, their connectivity and functional differentiation
by Eickhoff, Simon B and Bzdok, Danilo and Laird, Angela R and Roski, Christian and Caspers, Svenja and Zilles, Karl and Fox, Peter T
NeuroImage, ISSN 1053-8119, 08/2011, Volume 57, Issue 3, pp. 938 - 949
The organization of the cerebral cortex into distinct modules may be described along several dimensions, most importantly, structure, connectivity and... 
Database | fMRI | Connectivity | Action | SMA | Areas | DEFAULT MODE NETWORK | HUMAN BRAIN | PARCELLATION | MESIAL AREA-6 | NEUROSCIENCES | NEUROIMAGING | ADJACENT CINGULATE CORTEX | HUMAN VISUAL-CORTEX | HUMAN CEREBRAL-CORTEX | PRIMARY MOTOR | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | MACAQUE MONKEY | Magnetic Resonance Imaging | Neural Pathways - anatomy & histology | Algorithms | Brain - anatomy & histology | Humans | Brain Mapping - methods | Image Processing, Computer-Assisted - methods | Brain - physiology | Neural Pathways - physiology | Cluster Analysis | FMRI | Studies | Hypotheses | Medical imaging | Maps | Alliances | Experiments | Methods | Cortex | action | database | areas | connectivity
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