LEADER 05218nam 22009135 450 001 9910349394803321 005 20250512124758.0 010 $a9783030026288 010 $a3030026280 024 7 $a10.1007/978-3-030-02628-8 035 $a(CKB)4100000007111111 035 $a(DE-He213)978-3-030-02628-8 035 $a(MiAaPQ)EBC6288171 035 $a(PPN)23146102X 035 $a(EXLCZ)994100000007111111 100 $a20181023d2018 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aUnderstanding and Interpreting Machine Learning in Medical Image Computing Applications $eFirst International Workshops, MLCN 2018, DLF 2018, and iMIMIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings /$fedited by Danail Stoyanov, Zeike Taylor, Seyed Mostafa Kia, Ipek Oguz, Mauricio Reyes, Anne Martel, Lena Maier-Hein, Andre F. Marquand, Edouard Duchesnay, Tommy Löfstedt, Bennett Landman, M. Jorge Cardoso, Carlos A. Silva, Sergio Pereira, Raphael Meier 205 $a1st ed. 2018. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2018. 215 $a1 online resource (XVI, 149 p. 60 illus.) 225 1 $aImage Processing, Computer Vision, Pattern Recognition, and Graphics,$x3004-9954 ;$v11038 300 $aIncludes index. 311 08$a9783030026271 311 08$a3030026272 330 $aThis book constitutes the refereed joint proceedings of the First International Workshop on Machine Learning in Clinical Neuroimaging, MLCN 2018, the First International Workshop on Deep Learning Fails, DLF 2018, and the First International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018. The 4 full MLCN papers, the 6 full DLF papers, and the 6 full iMIMIC papers included in this volume were carefully reviewed and selected. The MLCN contributions develop state-of-the-art machine learning methods such as spatio-temporal Gaussian process analysis, stochastic variational inference, and deep learning for applications in Alzheimer's disease diagnosis and multi-site neuroimaging data analysis; the DLF papers evaluate the strengths and weaknesses of DL and identifythe main challenges in the current state of the art and future directions; the iMIMIC papers cover a large range of topics in the field of interpretability of machine learning in the context of medical image analysis. . 410 0$aImage Processing, Computer Vision, Pattern Recognition, and Graphics,$x3004-9954 ;$v11038 606 $aComputer vision 606 $aArtificial intelligence 606 $aMachine theory 606 $aNumerical analysis 606 $aMedical informatics 606 $aBioinformatics 606 $aComputer Vision 606 $aArtificial Intelligence 606 $aFormal Languages and Automata Theory 606 $aNumerical Analysis 606 $aHealth Informatics 606 $aComputational and Systems Biology 615 0$aComputer vision. 615 0$aArtificial intelligence. 615 0$aMachine theory. 615 0$aNumerical analysis. 615 0$aMedical informatics. 615 0$aBioinformatics. 615 14$aComputer Vision. 615 24$aArtificial Intelligence. 615 24$aFormal Languages and Automata Theory. 615 24$aNumerical Analysis. 615 24$aHealth Informatics. 615 24$aComputational and Systems Biology. 676 $a616.07540285 676 $a616.0757 702 $aStoyanov$b Danail$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aTaylor$b Zeike$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKia$b Seyed Mostafa$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aOguz$b Ipek$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aReyes$b Mauricio$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMartel$b Anne$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMaier-Hein$b Lena$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMarquand$b Andre F$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aDuchesnay$b Edouard$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLöfstedt$b Tommy$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLandman$b Bennett$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aCardoso$b M. Jorge$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSilva$b Carlos A$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPereira$b Sergio$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aMeier$b Raphael$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910349394803321 996 $aUnderstanding and Interpreting Machine Learning in Medical Image Computing Applications$92025238 997 $aUNINA