Concepedia

Multi-modal neuroimaging feature selection with consistent metric constraint for diagnosis of Alzheimer's disease

Xiaoke Hao, Yongjin Bao, Yingchun Guo, Ming Yu, Daoqiang Zhang, Shannon L. Risacher, Andrew J. Saykin, Xiaohui Yao, Li Shen

Medical Image Analysis · 2019 · 201 citations · 53 references

Open access

Concepts

MedicineBiomedical EngineeringNeuroscienceDementiaDiagnostic ImagingFeature EngineeringAlzheimer DiseaseBrain ImagingDimensionality ReductionFeature SelectionNeurodegenerative DiseasesNeurodegenerative DisordersAlzheimer's Disease DiagnosisFeature Selection In DiagnosisMachine Learning In NeuroimagingMulti-modal Brain ImagingMultimodal Feature Representation

References

53

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain

N. Tzourio-Mazoyer, Brigitte Landeau, Dimitri Papathanassiou et al. · NeuroImage · 2002 · 16.8K citations · Full text

Medicine, Anatomy, Neuroscience +15

Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm

Y. Zhang, Michael Brady, Stephen M. Smith · IEEE Transactions on Medical Imaging · 2001 · 7.3K citations · Full text

Medicine, Computer Science, Radiology +17

Multitask Learning

Rich Caruana · Machine Learning · 1997 · 6.3K citations · Full text