LEADER 05265nam 22007815 450 001 9910483840303321 005 20200706142520.0 010 $a3-319-45174-X 024 7 $a10.1007/978-3-319-45174-9 035 $a(CKB)3710000000872897 035 $a(DE-He213)978-3-319-45174-9 035 $a(MiAaPQ)EBC5577499 035 $a(PPN)195510690 035 $a(EXLCZ)993710000000872897 100 $a20160912d2016 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMachine Learning and Interpretation in Neuroimaging$b[electronic resource] $e4th International Workshop, MLINI 2014, Held at NIPS 2014, Montreal, QC, Canada, December 13, 2014, Revised Selected Papers /$fedited by Irina Rish, Georg Langs, Leila Wehbe, Guillermo Cecchi, Kai-min Kevin Chang, Brian Murphy 205 $a1st ed. 2016. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2016. 215 $a1 online resource (X, 129 p. 30 illus.) 225 1 $aLecture Notes in Artificial Intelligence ;$v9444 311 $a3-319-45173-1 320 $aIncludes bibliographical references and index. 327 $aNetworks 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. . 330 $aThis book constitutes the revised selected papers from the 4th International Workshop on Machine Learning and Interpretation in Neuroimaging, MLINI 2014, held in Montreal, QC, Canada, in December 2014 as a satellite event of the 11th annual conference on Neural Information Processing Systems, NIPS 2014. The 10 MLINI 2014 papers presented in this volume were carefully reviewed and selected from 17 submissions. They were organized in topical sections named: networks and decoding; speech; clinics and cognition; and causality and time-series. In addition, the book contains the 3 best papers presented at MLINI 2013. 410 0$aLecture Notes in Artificial Intelligence ;$v9444 606 $aPattern recognition 606 $aOptical data processing 606 $aArtificial intelligence 606 $aApplication software 606 $aMathematical statistics 606 $aData mining 606 $aPattern Recognition$3https://scigraph.springernature.com/ontologies/product-market-codes/I2203X 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aInformation Systems Applications (incl. Internet)$3https://scigraph.springernature.com/ontologies/product-market-codes/I18040 606 $aProbability and Statistics in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17036 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 615 0$aPattern recognition. 615 0$aOptical data processing. 615 0$aArtificial intelligence. 615 0$aApplication software. 615 0$aMathematical statistics. 615 0$aData mining. 615 14$aPattern Recognition. 615 24$aImage Processing and Computer Vision. 615 24$aArtificial Intelligence. 615 24$aInformation Systems Applications (incl. Internet). 615 24$aProbability and Statistics in Computer Science. 615 24$aData Mining and Knowledge Discovery. 676 $a006.31 702 $aRish$b Irina$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLangs$b Georg$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWehbe$b Leila$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aCecchi$b Guillermo$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aChang$b Kai-min Kevin$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMurphy$b Brian$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910483840303321 996 $aMachine Learning and Interpretation in Neuroimaging$92829824 997 $aUNINA