Connectomics in NeuroImaging, Guorong Wu; Paul Laurienti; Leonardo Bonilha; Bren

Автор: Rish
Название: Machine Learning and Interpretation in Neuroimaging
ISBN: 3319451731 ISBN-13(EAN): 9783319451732
Издательство: Springer
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Цена: 5870.00 р.
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Описание:

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.

Автор: Georg Langs; Irina Rish; Moritz Grosse-Wentrup; Br
Название: Machine Learning and Interpretation in Neuroimaging
ISBN: 3642347126 ISBN-13(EAN): 9783642347122
Издательство: Springer
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Цена: 6429.00 р.
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Описание: This state-of-the-art survey offers a collection of papers from the Workshop on Machine Learning and Interpretation in Neuroimaging, MLINI 2011, held at the 25th Annual Conference on Neural Information Processing, NIPS 2011, in the Sierra Nevada, Spain, in December 2011.