Machine Learning and Interpretation in Neuroimaging: International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions

Front Matter....Pages -
A Comparative Study of Algorithms for Intra- and Inter-subjects fMRI Decoding....Pages 1-8
Beyond Brain Reading: Randomized Sparsity and Clustering to Simultaneously Predict and Identify....Pages 9-16
Searchlight Based Feature Extraction....Pages 17-25
Looking Outside the Searchlight....Pages 26-33
Population Codes Representing Musical Timbre for High-Level fMRI Categorization of Music Genres....Pages 34-41
Induction in Neuroscience with Classification: Issues and Solutions....Pages 42-50
A New Feature Selection Method Based on Stability Theory – Exploring Parameters Space to Evaluate Classification Accuracy in Neuroimaging Data....Pages 51-59
Identification of OCD-Relevant Brain Areas through Multivariate Feature Selection....Pages 60-67
Deformation-Invariant Sparse Coding for Modeling Spatial Variability of Functional Patterns in the Brain....Pages 68-75
Decoding Complex Cognitive States Online by Manifold Regularization in Real-Time fMRI....Pages 76-83
Modality Neutral Techniques for Brain Image Understanding....Pages 84-92
How Does the Brain Represent Visual Scenes? A Neuromagnetic Scene Categorization Study....Pages 93-100
Finding Consistencies in MEG Responses to Repeated Natural Speech....Pages 101-107
Categorized EEG Neurofeedback Performance Unveils Simultaneous fMRI Deep Brain Activation....Pages 108-115
Predicting Clinically Definite Multiple Sclerosis from Onset Using SVM....Pages 116-123
MKL-Based Sample Enrichment and Customized Outcomes Enable Smaller AD Clinical Trials....Pages 124-131
Pairwise Analysis for Longitudinal fMRI Studies....Pages 132-139
Non-separable Spatiotemporal Brain Hemodynamics Contain Neural Information....Pages 140-147
The Dynamic Beamformer....Pages 148-155
Covert Attention as a Paradigm for Subject-Independent Brain-Computer Interfacing....Pages 156-163
The Neural Dynamics of Visual Processing in Monkey Extrastriate Cortex: A Comparison between Univariate and Multivariate Techniques....Pages 164-171
Statistical Learning for Resting-State fMRI: Successes and Challenges....Pages 172-177
Relating Brain Functional Connectivity to Anatomical Connections: Model Selection....Pages 178-185
Information-Theoretic Connectivity-Based Cortex Parcellation....Pages 186-193
Inferring Brain Networks through Graphical Models with Hidden Variables....Pages 194-201
Pitfalls in EEG-Based Brain Effective Connectivity Analysis....Pages 202-209
Data-Driven Modeling of BOLD Drug Response Curves Using Gaussian Process Learning....Pages 210-217
Variational Bayesian Learning of Sparse Representations and Its Application in Functional Neuroimaging....Pages 218-225
Identification of Functional Clusters in the Striatum Using Infinite Relational Modeling....Pages 226-233
A Latent Feature Analysis of the Neural Representation of Conceptual Knowledge....Pages 234-241
Real-Time Functional MRI Classification of Brain States Using Markov-SVM Hybrid Models: Peering Inside the rt-fMRI Black Box....Pages 242-255
Restoring the Generalizability of SVM Based Decoding in High Dimensional Neuroimage Data....Pages 256-263
Back Matter....Pages -