Optimal hyperbox shrinking in dendritic computing applied to Alzheimer's disease detection in MRI

Advances in Intelligent and Soft Computing

Volumn 87, Issue , 2011, Pages 543-550

  Chyzhyk, Darya ^a   Graña, Manuel ^a  

^a UNIVERSITY OF THE BASQUE COUNTRY UPV EHU   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DISEASE CONTROL; MAGNETIC LEVITATION VEHICLES; NEURAL NETWORKS; NEURODEGENERATIVE DISEASES;

% REDUCTIONS; ALZHEIMERS DISEASE; BASIC BUILDING BLOCK; BRAIN ARCHITECTURE; DATA DISTRIBUTION; DENDRITIC COMPUTING; DISEASE DETECTION; HUMAN BRAIN; K FOLD CROSS VALIDATIONS; PERFORMANCE DEGRADATION;

MAGNETIC RESONANCE IMAGING;

EID: 80052932246     PISSN: 18675662     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-19644-7_57     Document Type: Conference Paper

References (10)

1. Barmpoutis, A., Ritter, G.X.: Orthonormal basis lattice neural networks. In: IEEE International Conference on Fuzzy Systems, pp. 331-336 (2006)
2. García-Sebastián, M., Savio, A., Graña, M., Villanúa, J.: On the use of morphometry based features for alzheimer's disease detection on MRI. In: Cabestany, J., Sandoval, F., Prieto, A., Corchado, J.M. (eds.) IWANN 2009. LNCS, vol. 5517, pp. 957-964. Springer, Heidelberg (2009)
3. Ritter, G., Gader, P.: Fixed points of lattice transforms and lattice associative memories, Advances in Imaging and Electron Physics, vol. 144, pp. 165-242. Elsevier, Amsterdam (2006)
4. Ritter, G.X., Iancu, L.: Single layer feedforward neural network based on lattice algebra. In: Proceedings of the International Joint Conference on Neural Networks, vol. 4, pp. 2887-2892 (July 2003)
5. Ritter, G.X., Iancu, L.: A morphological auto-associative memory based on dendritic computing. In: Proceedings of IEEE International Joint Conference on Neural Networks, vol. 2, pp. 915-920 (July 2004)
6. Ritter, G.X., Iancu, L., Urcid, G.: Morphological perceptrons with dendritic structure. In: The 12th IEEE International Conference on Fuzzy Systems, FUZZ 2003, vol. 2, pp. 1296-1301 (May 2003)
7. Ritter, G.X., Urcid, G.: Lattice algebra approach to single-neuron computation. IEEE Transactions on Neural Networks 14(2), 282-295 (2003)
8. Savio, A., García-Sebastián, M., Graña,M., Villanúa, J.: Results of an adaboost approach on alzheimer's disease detection on MRI. In: Mira, J., Ferrández, J.M., Álvarez, J.R., de la Paz, F., Toledo, F.J. (eds.) IWINAC 2009. LNCS, vol. 5602, pp. 114-123. Springer, Heidelberg (2009)
9. Savio, A., García-Sebastián, M., Hernández, C., Graña, M., Villanúa, J.: Classification results of artificial neural networks for alzheimer's disease detection. In: Corchado, E., Yin, H. (eds.) IDEAL 2009. LNCS, vol. 5788, pp. 641-648. Springer, Heidelberg (2009)
10. Savio, A., Garcia-Sebastian, M.T., Chyzhyk, D., Hernandez, C., Grana, M., Sistiaga, A., Lopez-de-Munain, A., Villanua, J.: Neurocognitive disorder detection based on feature vectors extracted from vbm analysis of structural mri. Computers in Biology and Medicine (2011) (accepted with revisions)