SPECT image classification using random forests

Electronics Letters

Volumn 45, Issue 12, 2009, Pages 604-605

  Ramirez J ^a   Gorriz J M ^a   Chaves, R ^a   Lopez M ^a   Salas Gonzalez, D ^a   Alvarez I ^a   Segovia, F ^a  

^a UNIVERSITY OF GRANADA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ALZHEIMERS DISEASE; CLASSIFICATION ACCURACY; COMPUTER AIDED DIAGNOSIS SYSTEMS; EARLY DIAGNOSIS; FEATURE CORRELATION; FEATURE SELECTION; MEAN SQUARE; RANDOM FORESTS;

COMPUTER AIDED DIAGNOSIS; IMAGE ANALYSIS; IMAGE CLASSIFICATION; STATISTICAL TESTS;

FEATURE EXTRACTION;

EID: 67149116624     PISSN: 00135194     EISSN: None     Source Type: Journal    
DOI: 10.1049/el.2009.1111     Document Type: Article

References (7)

1. López, M., Ramírez, J., Górriz, J.M., Salas-González, D., Álvarez, I., Segovia, F., and Puntonet, C.G.: Automatic tool for the Alzheimers disease diagnosis using PCA and Bayesian classification rules , Electron. Lett., 2009, 45, (8), p. 389-391 0013-5194
2. Breiman, L.: Random forests , Mach. Learn., 2001, 45, (1), p. 5-32 0885-6125 (Pubitemid 32933532)
3. Salas-González, D., Górriz, J.M., Ramírez, J., Lassl, A., and Puntonet, C.G.: Improved Gauss-Newton optimisation methods in affine registration of SPECT brain images , Electron. Lett., 2008, 44, (22), p. 1291-1292 10.1049/el:20081838 0013-5194
4. Friston, K.J., Ashburner, J., Kiebel, S.J., Nichols, T.E., and Penny, W.D.: Statistical parametric mapping: the analysis of functional brain images , (Academic Press, 2007)
5. Kogure, D., Matsuda, H., Ohnishi, T., Asada, T., Uno, M., Kunihiro, T., Nakano, S., and Takasaki, M.: Longitudinal evaluation of early Alzheimer disease using brain perfusion SPECT , J. Nucl. Med., 2000, 41, (7), p. 1155-1162 0161-5505 (Pubitemid 30463997)
6. Álvarez, I., Górriz, J.M., Ramírez, J., Salas-González, D., López, M., Puntonet, C.G., and Segovia, F.: Alzheimers diagnosis using eigenbrains and support vector machines , Electron. Lett., 2009, 45, (7), p. 342-343 0013-5194
7. Fung, G., and Stoeckel, J.: SVM feature selection for classification of SPECT images of Alzheimers disease using spatial information , Knowl. Inf. Syst., 2007, 11, (2), p. 243-258 0219-1377