Machine Learning and Interpretation in Neuroimaging: 4th International Workshop, MLINI 2014, Held at NIPS 2014, Montreal, QC, Canada, December 13, 2014, Revised Selected Papers: Lecture Notes in Computer Science, cartea 9444
Editat de Irina Rish, Georg Langs, Leila Wehbe, Guillermo Cecchi, Kai-min Kevin Chang, Brian Murphyen Limba Engleză Paperback – 13 sep 2016
The 10 MLINI 2014 papers presented in this volume were carefully reviewed and selected from 17 submissions. They were organized in topical sections named: networks and decoding; speech; clinics and cognition; and causality and time-series. In addition, the book contains the 3 best papers presented at MLINI 2013.
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Specificații
ISBN-13: 9783319451732
ISBN-10: 3319451731
Pagini: 132
Ilustrații: X, 129 p. 30 illus.
Dimensiuni: 155 x 235 x 8 mm
Greutate: 0.2 kg
Ediția:1st ed. 2016
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
ISBN-10: 3319451731
Pagini: 132
Ilustrații: X, 129 p. 30 illus.
Dimensiuni: 155 x 235 x 8 mm
Greutate: 0.2 kg
Ediția:1st ed. 2016
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
Cuprins
Networks and Decoding.- Multi-Task Learning for Interpretation of Brain Decoding Models.- The New Graph Kernels on Connectivity Networks for Identification of MCI.- Mapping Tractography Across Subjects.- Speech.- Automated speech analysis for psychosis evaluation.- Combining different modalities in classifying phonological categories.- Clinics and cognition.- Label-alignment-based Multi-task Feature Selection for Multimodal Classification of Brain Disease.- Leveraging Clinical Data to Enhance Localization of Brain Atrophy.- Estimating Learning Effects: A Short-Time Fourier Transform Regression Model for MEG Source Localization.- Causality and time-series.- Classification-based Causality Detection in Time Series.- Fast and Improved SLEX Analysis of High-dimensional Time Series.- Best paper awards: MLINI 2013.- Predicting Short-Term Cognitive Change from Longitudinal Neuroimaging Analysis.- Hyperalignment of Multi-Subject fMRI Data by Synchronized Projections.- An oblique approach to prediction of conversion to Alzheimer's Disease with multikernel Gaussian Processes.
Caracteristici
Includes supplementary material: sn.pub/extras