Alternating diffusion maps for dementia severity assessment
In this paper we address the detection of Alzheimer's disease based solely on EEG recordings. We assume that the state of Alzheimer's disease can be described by a latent manifold, captured by the EEG sensors and apply alternating diffusion to reveal this common underlying manifold from mu...
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| Published in | Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) pp. 831 - 835 |
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| Main Authors | , , , , , |
| Format | Conference Proceeding |
| Language | English |
| Published |
IEEE
01.03.2017
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| Subjects | |
| Online Access | Get full text |
| ISSN | 2379-190X |
| DOI | 10.1109/ICASSP.2017.7952272 |
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| Abstract | In this paper we address the detection of Alzheimer's disease based solely on EEG recordings. We assume that the state of Alzheimer's disease can be described by a latent manifold, captured by the EEG sensors and apply alternating diffusion to reveal this common underlying manifold from multiple EEG sensors. We show that based on a small number of EEG electrodes, a new representation can be obtained, which allows a clear distinction between healthy subjects and Alzheimer patients in different disease stages. |
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| AbstractList | In this paper we address the detection of Alzheimer's disease based solely on EEG recordings. We assume that the state of Alzheimer's disease can be described by a latent manifold, captured by the EEG sensors and apply alternating diffusion to reveal this common underlying manifold from multiple EEG sensors. We show that based on a small number of EEG electrodes, a new representation can be obtained, which allows a clear distinction between healthy subjects and Alzheimer patients in different disease stages. |
| Author | Yarovinsky, Natalya Aharon-Peretz, Judith Talmon, Ronen Rapaport, Maya Cohen, Noga Shnitzer, Tal |
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| Snippet | In this paper we address the detection of Alzheimer's disease based solely on EEG recordings. We assume that the state of Alzheimer's disease can be described... |
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| SubjectTerms | Alternating Diffusion Alzheimer's disease Electrodes Electroencephalogram Electroencephalography Manifold Learning Manifolds Sensors Transforms |
| Title | Alternating diffusion maps for dementia severity assessment |
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