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Chris Hinrichs |
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Dissertation:
Publications:
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Chris Hinrichs, Vikas Singh, Jiming Peng, Sterling C. Johnson
Q-MKL: Matrix-induced Regularization in Multi-Kernel Learning with Applications to Neuroimaging
NIPS 2012
supplements
code(preliminary release - to be included in the Shogun toolbox.)
[poster (25%)]
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Chris Hinrichs, Moo K. Chung, Sterling C. Johnson, Vikas Singh
SVM-based Markers Yield Outcome Measures for Neuroimaging Clinical Trials of Alzheimers Disease
Human Brain Mapping 2012
(poster)
[abstract only]
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Chris Hinrichs, N. Maritza Dowling, Sterling C. Johnson, Vikas Singh
MKL-based sample enrichment and customized outcomes enable smaller AD clinical trials
NIPS 2011 workshop on Machine Learning and Interpretation in NeuroImaging (MLINI)
[selected for oral presentation (12.5%)]
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Deepti Pachauri, Chris Hinrichs, Moo K. Chung , Sterling C. Johnson, Vikas Singh, and the Alzheimer's Disease
Neuroimaging Initiative
Topology based Kernels with Application to Inference Problems in Alzheimer's disease
IEEE Transactions on Medical Imaging Issue
PP(99), 29 April 2011(click twice)
(code)
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Chris Hinrichs, Vikas Singh, Guofan Xu, Sterling C. Johnson, and the Alzheimer's Disease Neuroimaging
Initiative
Predictive Markers for AD in a Multi-Modality Framework: An Analysis of MCI
Progression in the ADNI Population
NeuroImage Volume 55, Issue 2, 15 March 2011, Pages 574-589
(code)
(supplements)
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Kamiya Motwani, Nagesh Adluru, Chris Hinrichs, Andrew L. Alexander, Vikas Singh
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific structures
NIPS (2010)
[selected for oral spotlight (5.9%)].
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Lopamudra Mukherjee, Vikas Singh, Jiming Peng, Chris Hinrichs
Learning Kernels for variants of Normalized Cuts: Convex Relaxations and Applications
(CVPR 2010)
(poster)
(code)
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Chris Hinrichs, Vikas Singh, Guofan Xu, Sterling C. Johnson
MKL for Robust Multi-modality AD Classification
(MICCAI 2009)
poster
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Nagesh Adluru, Chris Hinrichs, Moo Chung, Jee Eun Lee, Vikas Singh,
Erin Bigler, Nicholas Lange, Janet Lainhart, Andrew L. Alexander
Classification in DTI using Shapes of White Matter Tracts
(EMBC 2009)
poster
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Chris Hinrichs, Vikas Singh, Lopamudra Mukherjee, Guofan Xu, Moo K. Chung,
Sterling C. Johnson, and the Alzheimer's Disease Neuroimaging Initiative
Spatially augmented LP Boosting for AD classification with evaluations on
the ADNI dataset
NeuroImage Volume 48, Issue 1, 15 October 2009, Pages 138-149
(code)
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