TY - JOUR AU - Weiner, M. W. AU - Veitch, D. P. AU - Aisen, P. S. AU - Beckett, L. A. AU - Cairns, N. J. AU - Green, R. C. AU - Harvey, D. AU - Jack, C. R. AU - Jagust, W. AU - Morris, J. C. PY - 2017 DA - 2017// TI - The Alzheimer's Disease neuroimaging initiative 3: continued innovation for clinical trial improvement JO - Alzheimer's & Dementia VL - 13 UR - https://doi.org/10.1016/j.jalz.2016.10.006 DO - 10.1016/j.jalz.2016.10.006 ID - Weiner2017 ER - TY - JOUR AU - Cho, H. AU - Choi, J. Y. AU - Hwang, M. S. AU - Kim, Y. J. AU - Lee, H. M. AU - Lee, H. S. AU - Lee, J. H. AU - Ryu, Y. H. AU - Lee, M. S. AU - Lyoo, C. H. PY - 2016 DA - 2016// TI - In vivo cortical spreading pattern of tau and amyloid in the Alzheimer disease spectrum JO - Ann Neurol VL - 80 UR - https://doi.org/10.1002/ana.24711 DO - 10.1002/ana.24711 ID - Cho2016 ER - TY - JOUR AU - Schöll, M. AU - Lockhart, S. N. AU - Schonhaut, D. R. AU - O’Neil, J. P. AU - Janabi, M. AU - Ossenkoppele, R. AU - Baker, S. L. AU - Vogel, J. W. AU - Faria, J. AU - Schwimmer, H. D. PY - 2016 DA - 2016// TI - PET imaging of tau deposition in the aging human brain JO - Neuron VL - 89 UR - https://doi.org/10.1016/j.neuron.2016.01.028 DO - 10.1016/j.neuron.2016.01.028 ID - Schöll2016 ER - TY - JOUR AU - Risacher, S. L. AU - Fandos, N. AU - Romero, J. AU - Sherriff, I. AU - Pesini, P. AU - Saykin, A. J. AU - Apostolova, L. G. PY - 2019 DA - 2019// TI - Plasma amyloid beta levels are associated with cerebral amyloid and tau deposition JO - Alzheimer's Dement Diagnos Assess Dis Monit VL - 11 ID - Risacher2019 ER - TY - JOUR AU - Braak, H. AU - Braak, E. PY - 1991 DA - 1991// TI - Neuropathological stageing of Alzheimer-related changes JO - Acta Neuropathol VL - 82 UR - https://doi.org/10.1007/BF00308809 DO - 10.1007/BF00308809 ID - Braak1991 ER - TY - JOUR AU - Johnson, K. A. AU - Schultz, A. AU - Betensky, R. A. AU - Becker, J. A. AU - Sepulcre, J. AU - Rentz, D. AU - Mormino, E. AU - Chhatwal, J. AU - Amariglio, R. AU - Papp, K. PY - 2016 DA - 2016// TI - Tau positron emission tomographic imaging in aging and early A lzheimer disease JO - Ann Neurol VL - 79 UR - https://doi.org/10.1002/ana.24546 DO - 10.1002/ana.24546 ID - Johnson2016 ER - TY - JOUR AU - Maass, A. AU - Landau, S. AU - Baker, S. L. AU - Horng, A. AU - Lockhart, S. N. AU - Joie, R. AU - Rabinovici, G. D. AU - Jagust, W. J. PY - 2017 DA - 2017// TI - Initiative AsDN: comparison of multiple tau-PET measures as biomarkers in aging and Alzheimer's disease JO - Neuroimage VL - 157 UR - https://doi.org/10.1016/j.neuroimage.2017.05.058 DO - 10.1016/j.neuroimage.2017.05.058 ID - Maass2017 ER - TY - JOUR AU - Villemagne, V. L. AU - Fodero-Tavoletti, M. T. AU - Masters, C. L. AU - Rowe, C. C. PY - 2015 DA - 2015// TI - Tau imaging: early progress and future directions JO - Lancet Neurol VL - 14 UR - https://doi.org/10.1016/S1474-4422(14)70252-2 DO - 10.1016/S1474-4422(14)70252-2 ID - Villemagne2015 ER - TY - JOUR AU - Deters, K. D. AU - Risacher, S. L. AU - Kim, S. AU - Nho, K. AU - West, J. D. AU - Blennow, K. AU - Zetterberg, H. AU - Shaw, L. M. AU - Trojanowski, J. Q. AU - Weiner, M. W. PY - 2017 DA - 2017// TI - Plasma tau association with brain atrophy in mild cognitive impairment and Alzheimer’s disease JO - J Alzheimer's Dis VL - 58 UR - https://doi.org/10.3233/JAD-161114 DO - 10.3233/JAD-161114 ID - Deters2017 ER - TY - JOUR AU - Jo, T. AU - Nho, K. AU - Saykin, A. J. PY - 2019 DA - 2019// TI - Deep learning in Alzheimer’s disease: diagnostic classification and prognostic prediction using neuroimaging data JO - Front Aging Neurosci VL - 11 UR - https://doi.org/10.3389/fnagi.2019.00220 DO - 10.3389/fnagi.2019.00220 ID - Jo2019 ER - TY - JOUR AU - Litjens, G. AU - Kooi, T. AU - Bejnordi, B. E. AU - Setio, A. A. A. AU - Ciompi, F. AU - Ghafoorian, M. AU - Laak, J. A. AU - Ginneken, B. AU - Sánchez, C. I. PY - 2017 DA - 2017// TI - A survey on deep learning in medical image analysis JO - Med Image Anal VL - 42 UR - https://doi.org/10.1016/j.media.2017.07.005 DO - 10.1016/j.media.2017.07.005 ID - Litjens2017 ER - TY - JOUR AU - Shen, D. AU - Wu, G. AU - Suk, H. -. I. PY - 2017 DA - 2017// TI - Deep learning in medical image analysis JO - Annu Rev Biomed Eng VL - 19 UR - https://doi.org/10.1146/annurev-bioeng-071516-044442 DO - 10.1146/annurev-bioeng-071516-044442 ID - Shen2017 ER - TY - STD TI - Islam J, Zhang Y. Understanding 3D CNN Behavior for Alzheimer's Disease Diagnosis from Brain PET Scan. 2019. arXiv preprint: https://arXiv.org/191204563. UR - https://arXiv.org/191204563 ID - ref13 ER - TY - JOUR AU - Palmqvist, S. AU - Schöll, M. AU - Strandberg, O. AU - Mattsson, N. AU - Stomrud, E. AU - Zetterberg, H. AU - Blennow, K. AU - Landau, S. AU - Jagust, W. AU - Hansson, O. PY - 2017 DA - 2017// TI - Earliest accumulation of β-amyloid occurs within the default-mode network and concurrently affects brain connectivity JO - Nat Commun VL - 8 UR - https://doi.org/10.1038/s41467-017-01150-x DO - 10.1038/s41467-017-01150-x ID - Palmqvist2017 ER - TY - JOUR AU - Panza, F. AU - Lozupone, M. AU - Logroscino, G. AU - Imbimbo, B. P. PY - 2019 DA - 2019// TI - A critical appraisal of amyloid-β-targeting therapies for Alzheimer disease JO - Nat Rev Neurol VL - 15 UR - https://doi.org/10.1038/s41582-018-0116-6 DO - 10.1038/s41582-018-0116-6 ID - Panza2019 ER - TY - JOUR AU - Braak, H. AU - Alafuzoff, I. AU - Arzberger, T. AU - Kretzschmar, H. AU - Tredici, K. PY - 2006 DA - 2006// TI - Staging of Alzheimer disease-associated neurofibrillary pathology using paraffin sections and immunocytochemistry JO - Acta Neuropathol VL - 112 UR - https://doi.org/10.1007/s00401-006-0127-z DO - 10.1007/s00401-006-0127-z ID - Braak2006 ER - TY - JOUR AU - Schwarz, A. J. AU - Yu, P. AU - Miller, B. B. AU - Shcherbinin, S. AU - Dickson, J. AU - Navitsky, M. AU - Joshi, A. D. AU - Devous, M. D. AU - Mintun, M. S. PY - 2016 DA - 2016// TI - Regional profiles of the candidate tau PET ligand 18 F-AV-1451 recapitulate key features of Braak histopathological stages JO - Brain VL - 139 UR - https://doi.org/10.1093/brain/aww023 DO - 10.1093/brain/aww023 ID - Schwarz2016 ER - TY - JOUR AU - Veitch, D. P. AU - Weiner, M. W. AU - Aisen, P. S. AU - Beckett, L. A. AU - Cairns, N. J. AU - Green, R. C. AU - Harvey, D. AU - Jack, C. R. AU - Jagust, W. AU - Morris, J. C. PY - 2019 DA - 2019// TI - Understanding disease progression and improving Alzheimer's disease clinical trials: recent highlights from the Alzheimer's Disease neuroimaging initiative JO - Alzheimer's Dementia VL - 15 UR - https://doi.org/10.1016/j.jalz.2018.08.005 DO - 10.1016/j.jalz.2018.08.005 ID - Veitch2019 ER - TY - JOUR AU - Saykin, A. J. AU - Shen, L. AU - Yao, X. AU - Kim, S. AU - Nho, K. AU - Risacher, S. L. AU - Ramanan, V. K. AU - Foroud, T. M. AU - Faber, K. M. AU - Sarwar, N. PY - 2015 DA - 2015// TI - Genetic studies of quantitative MCI and AD phenotypes in ADNI: progress, opportunities, and plans JO - Alzheimer's Dementia VL - 11 UR - https://doi.org/10.1016/j.jalz.2015.05.009 DO - 10.1016/j.jalz.2015.05.009 ID - Saykin2015 ER - TY - JOUR AU - LeCun, Y. AU - Bengio, Y. AU - Hinton, G. PY - 2015 DA - 2015// TI - Deep learning JO - Nature VL - 521 UR - https://doi.org/10.1038/nature14539 DO - 10.1038/nature14539 ID - LeCun2015 ER - TY - JOUR AU - Richiardi, J. AU - Altmann, A. AU - Milazzo, A. -. C. AU - Chang, C. AU - Chakravarty, M. M. AU - Banaschewski, T. AU - Barker, G. J. AU - Bokde, A. L. AU - Bromberg, U. AU - Büchel, C. PY - 2015 DA - 2015// TI - Correlated gene expression supports synchronous activity in brain networks JO - Science VL - 348 UR - https://doi.org/10.1126/science.1255905 DO - 10.1126/science.1255905 ID - Richiardi2015 ER - TY - STD TI - Hecht-Nielsen R. Theory of the backpropagation neural network. In: Neural networks for perception. Elsevier; 1992. pp. 65–93. ID - ref22 ER - TY - JOUR AU - Rumelhart, D. E. AU - Hinton, G. E. AU - Williams, R. J. PY - 1986 DA - 1986// TI - Learning representations by back-propagating errors JO - Nature VL - 323 UR - https://doi.org/10.1038/323533a0 DO - 10.1038/323533a0 ID - Rumelhart1986 ER - TY - BOOK AU - Bishop, C. M. PY - 1995 DA - 1995// TI - Neural networks for pattern recognition PB - Oxford University Press CY - Oxford ID - Bishop1995 ER - TY - BOOK AU - Ripley, B. D. PY - 2007 DA - 2007// TI - Pattern recognition and neural networks PB - Cambridge University Press CY - Oxford ID - Ripley2007 ER - TY - BOOK AU - Schalkoff, R. J. PY - 1997 DA - 1997// TI - Artificial neural networks PB - McGraw-Hill Higher Education CY - New York ID - Schalkoff1997 ER - TY - STD TI - Krizhevsky A, Sutskever I, Hinton GE. Imagenet classification with deep convolutional neural networks. In: Advances in neural information processing systems. 2012. pp. 1097–1105. ID - ref27 ER - TY - STD TI - Kingma DP, Ba J. Adam: a method for stochastic optimization. 2014. arXiv preprint: https://arXiv.org/14126980. UR - https://arXiv.org/14126980 ID - ref28 ER - TY - STD TI - Ioffe S, Szegedy C: Batch normalization: accelerating deep network training by reducing internal covariate shift. In: International conference on machine learning. 2015. pp. 448–456. ID - ref29 ER - TY - STD TI - Bach S, Binder A, Montavon G, Klauschen F, Müller K-R, Samek W. On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation. PloS One. 2015;10(7). ID - ref30 ER - TY - JOUR AU - Böhle, M. AU - Eitel, F. AU - Weygandt, M. AU - Ritter, K. PY - 2019 DA - 2019// TI - Layer-wise relevance propagation for explaining deep neural network decisions in mri-based alzheimer’s disease classification JO - Front Aging Neurosci VL - 11 UR - https://doi.org/10.3389/fnagi.2019.00194 DO - 10.3389/fnagi.2019.00194 ID - Böhle2019 ER - TY - JOUR AU - Johnson, J. M. AU - Khoshgoftaar, T. M. PY - 2019 DA - 2019// TI - Survey on deep learning with class imbalance JO - J Big Data VL - 6 UR - https://doi.org/10.1186/s40537-019-0192-5 DO - 10.1186/s40537-019-0192-5 ID - Johnson2019 ER - TY - JOUR AU - Calignon, A. AU - Polydoro, M. AU - Suárez-Calvet, M. AU - William, C. AU - Adamowicz, D. H. AU - Kopeikina, K. J. AU - Pitstick, R. AU - Sahara, N. AU - Ashe, K. H. AU - Carlson, G. A. PY - 2012 DA - 2012// TI - Propagation of tau pathology in a model of early Alzheimer's disease JO - Neuron VL - 73 UR - https://doi.org/10.1016/j.neuron.2011.11.033 DO - 10.1016/j.neuron.2011.11.033 ID - Calignon2012 ER - TY - JOUR AU - Hyman, B. T. AU - Hoesen, G. W. AU - Damasio, A. R. AU - Barnes, C. L. PY - 1984 DA - 1984// TI - Alzheimer's disease: cell-specific pathology isolates the hippocampal formation JO - Science VL - 225 UR - https://doi.org/10.1126/science.6474172 DO - 10.1126/science.6474172 ID - Hyman1984 ER -