Regularized Tensor Factorization for Multi-Modality Medical Image Classification

@article{Batmanghelich2011RegularizedTF,
  title={Regularized Tensor Factorization for Multi-Modality Medical Image Classification},
  author={Nematollah Batmanghelich and Aoyan Dong and Ben Taskar and Christos Davatzikos},
  journal={Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year={2011},
  volume={14 Pt 3},
  pages={17-24}
}
This paper presents a general discriminative dimensionality reduction framework for multi-modal image-based classification in medical imaging datasets. The major goal is to use all modalities simultaneously to transform very high dimensional image to a lower dimensional representation in a discriminative way. In addition to being discriminative, the proposed approach has the advantage of being clinically interpretable. We propose a framework based on regularized tensor decomposition. We show… CONTINUE READING
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