Machine learning and interpretation in neuroimaging : 4th International Workshop, MLINI 2014, held at NIPS 2014, Montreal, QC, Canada, December 13, 2014, Revised selected papers /: 4th International Workshop, MLINI 2014, held at NIPS 2014, Montreal, QC, Canada, December 13, 2014, Revised selected papers. (2016)

• Record Type: Book
• Other Titles: MLINI 2014
• Further Information: Note: Irina Rish, Georg Langs, Leila Wehbe, Guillermo Cecchi, Kai-min Kevin Chang, Brian Murphy (eds.).
• Editors: Rish, Irina, 1969-; Langs, Georg; Wehbe, Leila; Cecchi, Guillermo A; Chang, Kai-min Kevin; Murphy, Brian
• Other Names: MLINI (Workshop), 4th; NIPS (Conference)
• Contents: 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.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2016
• Extent: 1 online resource (x, 129 pages), illustrations
• Subjects: 006.3/1; Computer science; Machine learning -- Congresses; Artificial intelligence -- Medical applications -- Congresses; Brain -- Imaging -- Data processing -- Congresses; Artificial intelligence -- Medical applications; Machine learning; Computer Science; Pattern Recognition; Image Processing and Computer Vision; Artificial Intelligence (incl. Robotics); Information Systems Applications (incl. Internet); Probability and Statistics in Computer Science; Data Mining and Knowledge Discovery; Computers -- Computer Graphics; Computers -- Intelligence (AI) & Semantics; Computers -- Information Technology; Computers -- Mathematical & Statistical Software; Computers -- Database Management -- Data Mining; Image processing; Artificial intelligence; Information retrieval; Maths for computer scientists; Data mining; Optical pattern recognition; Computer vision; Artificial intelligence; Data mining; Computers -- Computer Vision & Pattern Recognition; Pattern recognition; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783319451749; 3319451731; 9783319451732
• Related ISBNs: 331945174X; 9783319451732
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed September 23, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.