Bayesian networks in neuroscience: a survey

Discrete Bayesian Network Classifiers

(2014) Concha Bielza et al.   ACM COMPUTING SURVEYS

Ontology driven decision support for the diagnosis of mild cognitive impairment

(2014) Xiaowei Zhang et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Online transcranial Doppler ultrasonographic control of an onscreen keyboard

(2014) Jie Lu et al.   Frontiers in Human Neuroscience

Integrating Language Information With a Hidden Markov Model to Improve Communication Rate in the P300 Speller

(2014) William Speier et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Branching angles of pyramidal cell dendrites follow common geometrical design principles in different cortical areas

(2014) Concha Bielza et al.   Scientific Reports

Classification methods for the differentiation of atypical meningiomas using diffusion and perfusion techniques at 3-T MRI

(2013) Patricia Svolos et al.   CLINICAL IMAGING

Bayesian network modeling of the consensus between experts: An application to neuron classification

(2013) Pedro L. López-Cruz et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Exploitation of 3D stereotactic surface projection for predictive modelling of Alzheimer's disease

(2013) Murat Seckin Ayhan et al.   International Journal of Data Mining and Bioinformatics

New insights into the classification and nomenclature of cortical GABAergic interneurons

(2013) Javier DeFelipe et al.   NATURE REVIEWS NEUROSCIENCE

Inferring functional connectivity in MRI using Bayesian network structure learning with a modified PC algorithm

(2013) Swathi P. Iyer et al.   NEUROIMAGE

Bayesian networks for fMRI: A primer

(2013) Jeanette A. Mumford et al.   NEUROIMAGE

Pro-inflammatory cytokine network in peripheral inflammation response to cerebral ischemia

(2013) Lili Zeng et al.   NEUROSCIENCE LETTERS

Robust Automated Detection of Microstructural White Matter Degeneration in Alzheimer’s Disease Using Machine Learning Classification of Multicenter DTI Data

(2013) Martin Dyrba et al.   PLoS One

Structural Interactions within the Default Mode Network Identified by Bayesian Network Analysis in Alzheimer’s Disease

(2013) Yan Wang et al.   PLoS One

Smoothness without Smoothing: Why Gaussian Naive Bayes Is Not Naive for Multi-Subject Searchlight Studies

(2013) Rajeev D. S. Raizada et al.   PLoS One

Bayesian Network Analysis Reveals Alterations to Default Mode Network Connectivity in Individuals at Risk for Alzheimer's Disease

(2013) Rui Li et al.   PLoS One

Automated differentiation of glioblastomas from intracranial metastases using 3T MR spectroscopic and perfusion data

(2013) Evangelia Tsolaki et al.   International Journal of Computer Assisted Radiology and Surgery

Automated annotation of functional imaging experiments via multi-label classification

(2013) Matthew D. Turner et al.   Frontiers in Neuroscience

Genetic studies of complex human diseases: Characterizing SNP-disease associations using Bayesian networks

(2012) Bing Han et al.   BMC Systems Biology

Ensemble transcript interaction networks: A case study on Alzheimer's disease

(2012) Rubén Armañanzas et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Inferring consistent functional interaction patterns from natural stimulus FMRI data

(2012) Jiehuan Sun et al.   NEUROIMAGE

Evaluation and calibration of functional network modeling methods based on known anatomical connections

(2012) Debra Ann Dawson et al.   NEUROIMAGE

Identification of a strategic brain network underlying processing speed deficits in vascular cognitive impairment

(2012) Marco Duering et al.   NEUROIMAGE

Investigation of serum proteome alterations in human glioblastoma multiforme

(2012) Kishore Gollapalli et al.   PROTEOMICS

Predicting dementia development in Parkinson's disease using Bayesian network classifiers

(2012) Dinora A. Morales et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Learning genetic epistasis using Bayesian network scoring criteria

(2011) Xia Jiang et al.   BMC BIOINFORMATICS

Effective connectivity analysis of fMRI and MEG data collected under identical paradigms

(2011) Sergey M. Plis et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Multi-dimensional classification with Bayesian networks

(2011) C. Bielza et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Mixtures of truncated basis functions

(2011) Helge Langseth et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

APPLICATION OF RECURRENCE QUANTIFICATION ANALYSIS FOR THE AUTOMATED IDENTIFICATION OF EPILEPTIC EEG SIGNALS

(2011) U. RAJENDRA ACHARYA et al.   International Journal of Neural Systems

Classification of Juvenile Myoclonic Epilepsy Data Acquired Through Scanning Electromyography with Machine Learning Algorithms

(2011) Imran Goker et al.   JOURNAL OF MEDICAL SYSTEMS

Natural language processing with dynamic classification improves P300 speller accuracy and bit rate

(2011) William Speier et al.   Journal of Neural Engineering

The application of naive Bayes model averaging to predict Alzheimer's disease from genome-wide data

(2011) Wei Wei et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Learning Bayesian networks: approaches and issues

(2011) Rónán Daly et al.   KNOWLEDGE ENGINEERING REVIEW

Large-scale directional connections among multi resting-state neural networks in human brain: A functional MRI and Bayesian network modeling study

(2011) Rui Li et al.   NEUROIMAGE

Dynamic Bayesian network modeling for longitudinal brain morphometry

(2011) Rong Chen et al.   NEUROIMAGE

Pattern analysis of EEG responses to speech and voice: Influence of feature grouping

(2011) Lars Hausfeld et al.   NEUROIMAGE

Models and Simulation of 3D Neuronal Dendritic Trees Using Bayesian Networks

(2011) Pedro L. López-Cruz et al.   NEUROINFORMATICS

A Transcriptomic Atlas of Mouse Neocortical Layers

(2011) T. Grant Belgard et al.   NEURON

Probabilistic Inference in General Graphical Models through Sampling in Stochastic Networks of Spiking Neurons

(2011) Dejan Pecevski et al.   PLoS Computational Biology

Comparison between supervised and unsupervised classifications of neuronal cell types: A case study

(2010) Luis Guerra et al.   Developmental Neurobiology

Learning an L1-Regularized Gaussian Bayesian Network in the Equivalence Class Space

(2010) Diego Vidaurre et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Inference in hybrid Bayesian networks using mixtures of polynomials

(2010) Prakash P. Shenoy et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Performance comparison of machine learning algorithms and number of independent components used in fMRI decoding of belief vs. disbelief

(2010) P.K. Douglas et al.   NEUROIMAGE

Network modelling methods for FMRI

(2010) Stephen M. Smith et al.   NEUROIMAGE

Interconnection between biological abnormalities in borderline personality disorder: Use of the Bayesian networks model

(2010) José Manuel De la Fuente et al.   PSYCHIATRY RESEARCH

Integrative Modeling Defines the Nova Splicing-Regulatory Network and Its Combinatorial Controls

(2010) C. Zhang et al.   SCIENCE

MEG and fMRI Fusion for Non-Linear Estimation of Neural and BOLD Signal Changes

(2010) Sergey M. Plis et al.   Frontiers in Neuroinformatics

Inference of combinatorial neuronal synchrony with Bayesian networks

(2009) Sungwon Jung et al.   JOURNAL OF NEUROSCIENCE METHODS

On the Use of Dynamic Bayesian Networks in Reconstructing Functional Neuronal Networks from Spike Train Ensembles

(2009) Seif Eldawlatly et al.   NEURAL COMPUTATION

Learning partially directed functional networks from meta-analysis imaging data

(2009) Jane Neumann et al.   NEUROIMAGE

Six problems for causal inference from fMRI

(2009) J.D. Ramsey et al.   NEUROIMAGE

Unsupervised training of Bayesian networks for data clustering

(2009) D. T. Pham et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Bayesian classifiers based on kernel density estimation: Flexible classifiers

(2008) Aritz Pérez et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Comparison of pattern recognition methods in classifying high-resolution BOLD signals obtained at high magnetic field in monkeys

(2008) Shih-pi Ku et al.   MAGNETIC RESONANCE IMAGING

Dynamic Bayesian network modeling of fMRI: A comparison of group-analysis methods

(2008) Junning Li et al.   NEUROIMAGE

Hybrid ICA–Bayesian network approach reveals distinct effective connectivity differences in schizophrenia

(2008) D. Kim et al.   NEUROIMAGE

Discrete dynamic Bayesian network analysis of fMRI data

(2007) John Burge et al.   HUMAN BRAIN MAPPING