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The receiver operational characteristic for binary classification with multiple indices and its application to the neuroimaging study of Alzheimer's disease.

Wu X, Li J, Ayutyanont N, Protas H, Jagust W, Fleisher A, Reiman E, Yao L, Chen K; Alzheimer's Disease Neuroimaging Initiative.

IEEE/ACM Trans Comput Biol Bioinform. 2013 Jan-Feb;10(1):173-80. doi: 10.1109/TCBB.2012.141.


Multi-source feature learning for joint analysis of incomplete multiple heterogeneous neuroimaging data.

Yuan L, Wang Y, Thompson PM, Narayan VA, Ye J; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2012 Jul 2;61(3):622-32. doi: 10.1016/j.neuroimage.2012.03.059. Epub 2012 Mar 29.


Meta-analysis based SVM classification enables accurate detection of Alzheimer's disease across different clinical centers using FDG-PET and MRI.

Dukart J, Mueller K, Barthel H, Villringer A, Sabri O, Schroeter ML; Alzheimer's Disease Neuroimaging Initiative.

Psychiatry Res. 2013 Jun 30;212(3):230-6. doi: 10.1016/j.pscychresns.2012.04.007. Epub 2012 Nov 10.


Multi-task linear programming discriminant analysis for the identification of progressive MCI individuals.

Yu G, Liu Y, Thung KH, Shen D.

PLoS One. 2014 May 12;9(5):e96458. doi: 10.1371/journal.pone.0096458. eCollection 2014.


Individual subject classification for Alzheimer's disease based on incremental learning using a spatial frequency representation of cortical thickness data.

Cho Y, Seong JK, Jeong Y, Shin SY; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2012 Feb 1;59(3):2217-30. doi: 10.1016/j.neuroimage.2011.09.085. Epub 2011 Oct 8.


Hierarchical fusion of features and classifier decisions for Alzheimer's disease diagnosis.

Liu M, Zhang D, Shen D; Alzheimer's Disease Neuroimaging Initiative.

Hum Brain Mapp. 2014 Apr;35(4):1305-19. doi: 10.1002/hbm.22254. Epub 2013 Feb 18.


Inter-modality relationship constrained multi-modality multi-task feature selection for Alzheimer's Disease and mild cognitive impairment identification.

Liu F, Wee CY, Chen H, Shen D.

Neuroimage. 2014 Jan 1;84:466-75. doi: 10.1016/j.neuroimage.2013.09.015. Epub 2013 Sep 14.


Spatially augmented LPboosting for AD classification with evaluations on the ADNI dataset.

Hinrichs C, Singh V, Mukherjee L, Xu G, Chung MK, Johnson SC; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2009 Oct 15;48(1):138-49. doi: 10.1016/j.neuroimage.2009.05.056. Epub 2009 May 27.


Comparison of neuroimaging modalities for the prediction of conversion from mild cognitive impairment to Alzheimer's dementia.

Trzepacz PT, Yu P, Sun J, Schuh K, Case M, Witte MM, Hochstetler H, Hake A; Alzheimer's Disease Neuroimaging Initiative.

Neurobiol Aging. 2014 Jan;35(1):143-51. doi: 10.1016/j.neurobiolaging.2013.06.018. Epub 2013 Aug 15.


Prediction of Alzheimer's disease and mild cognitive impairment using cortical morphological patterns.

Wee CY, Yap PT, Shen D; Alzheimer's Disease Neuroimaging Initiative.

Hum Brain Mapp. 2013 Dec;34(12):3411-25. doi: 10.1002/hbm.22156. Epub 2012 Aug 28.


Multi-modal multi-task learning for joint prediction of multiple regression and classification variables in Alzheimer's disease.

Zhang D, Shen D; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2012 Jan 16;59(2):895-907. doi: 10.1016/j.neuroimage.2011.09.069. Epub 2011 Oct 4. Erratum in: Neuroimage. 2012 Sep;62(3):2179.


Local MRI analysis approach in the diagnosis of early and prodromal Alzheimer's disease.

Chincarini A, Bosco P, Calvini P, Gemme G, Esposito M, Olivieri C, Rei L, Squarcia S, Rodriguez G, Bellotti R, Cerello P, De Mitri I, Retico A, Nobili F; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2011 Sep 15;58(2):469-80. doi: 10.1016/j.neuroimage.2011.05.083. Epub 2011 Jun 16.


Predictive markers for AD in a multi-modality framework: an analysis of MCI progression in the ADNI population.

Hinrichs C, Singh V, Xu G, Johnson SC; Alzheimers Disease Neuroimaging Initiative.

Neuroimage. 2011 Mar 15;55(2):574-89. doi: 10.1016/j.neuroimage.2010.10.081. Epub 2010 Dec 10.


Potential new diagnostic tool for Alzheimer's disease using a linear discriminant function for Fourier domain optical coherence tomography.

Larrosa JM, Garcia-Martin E, Bambo MP, Pinilla J, Polo V, Otin S, Satue M, Herrero R, Pablo LE.

Invest Ophthalmol Vis Sci. 2014 May 8;55(5):3043-51. doi: 10.1167/iovs.13-13629.


Multimodal classification of Alzheimer's disease and mild cognitive impairment.

Zhang D, Wang Y, Zhou L, Yuan H, Shen D; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2011 Apr 1;55(3):856-67. doi: 10.1016/j.neuroimage.2011.01.008. Epub 2011 Jan 12.


Locally linear embedding (LLE) for MRI based Alzheimer's disease classification.

Liu X, Tosun D, Weiner MW, Schuff N; Alzheimer's Disease Neuroimaging Initiative.

Neuroimage. 2013 Dec;83:148-57. doi: 10.1016/j.neuroimage.2013.06.033. Epub 2013 Jun 21.


Diagnostic accuracy of markers for prodromal Alzheimer's disease in independent clinical series.

Prestia A, Caroli A, Herholz K, Reiman E, Chen K, Jagust WJ, Frisoni GB; Translational Outpatient Memory Clinic Working Group; Alzheimer's Disease Neuroimaging Initiative.

Alzheimers Dement. 2013 Nov;9(6):677-86. doi: 10.1016/j.jalz.2012.09.016. Epub 2013 Jan 30.


(11)C-PIB-PET for the early diagnosis of Alzheimer's disease dementia and other dementias in people with mild cognitive impairment (MCI).

Zhang S, Smailagic N, Hyde C, Noel-Storr AH, Takwoingi Y, McShane R, Feng J.

Cochrane Database Syst Rev. 2014 Jul 23;7:CD010386. doi: 10.1002/14651858.CD010386.pub2. Review.


Neuroimaging correlates of pathologically defined subtypes of Alzheimer's disease: a case-control study.

Whitwell JL, Dickson DW, Murray ME, Weigand SD, Tosakulwong N, Senjem ML, Knopman DS, Boeve BF, Parisi JE, Petersen RC, Jack CR Jr, Josephs KA.

Lancet Neurol. 2012 Oct;11(10):868-77. doi: 10.1016/S1474-4422(12)70200-4. Epub 2012 Sep 3.

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