Computer Sciences Dept.

Chris Hinrichs

Picture of Chris
Dissertation: Publications:
  • Won Hwa Kim, Vikas Singh, Moo K. Chung, Chris Hinrichs, Deepti Pachauri, Ozioma C. Okonkwo, Sterling C. Johnson, For the Alzheimer's Disease Neuroimaging Initiative
    Multi-resolutional Shape Features via Non-Euclidean Wavelets: Applications to Statistical Analysis of Cortical Thickness
    NeuroImage (In press)

  • Vamsi Ithapu, Vikas Singh, Chris Lindner, Benjamin Austin, Chris Hinrichs, Cynthia Carlsson, Barbara Bendlin, Sterling C. Johnson
    Extracting and summarizing white matter hyperintensities using supervised segmentation methods in Alzheimer's disease risk and aging studies
    Human Brain Mapping (In press)

  • Chris Hinrichs*, Vamsi Ithapu*, Qinyuan Sun, Sterling C. Johnson, Vikas Singh
    * Contributed equally
    Speeding up permutation testing in Neuroimaging
    NIPS 2013
    [Selected for oral spotlight (5%)]

  • Chris Hinrichs, Vikas Singh, Jiming Peng, Sterling C. Johnson
    Q-MKL: Matrix-induced Regularization in Multi-Kernel Learning with Applications to Neuroimaging
    NIPS 2012
    code(preliminary release - to be included in the Shogun toolbox.)
    [poster (25%)]

  • 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%)]

  • 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)

  • 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

  • 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%)].

  • Lopamudra Mukherjee, Vikas Singh, Jiming Peng, Chris Hinrichs
    Learning Kernels for variants of Normalized Cuts: Convex Relaxations and Applications
    CVPR 2010

  • Chris Hinrichs, Vikas Singh, Guofan Xu, Sterling C. Johnson
    MKL for Robust Multi-modality AD Classification
    MICCAI 2009

  • 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

  • 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

Conference Abstracts:
  • 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

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