Verification of predicted robustness and accuracy of multivariate analysis

NeuroImage

Volumn 56, Issue 3, 2011, Pages 1382-1385

  Markiewicz, P J ^a   Matthews, J C ^a   Declerck, J ^b   Herholz, K ^a  

^a UNIVERSITY OF MANCHESTER   (United Kingdom)

^b SIEMENS AG   (Germany)

Author keywords

Alzheimer's disease; Bootstrap; Multivariate image analysis; PET; Resampling; Robustness

Indexed keywords

FLUORODEOXYGLUCOSE F 18;

ACCURACY; AGED; ALZHEIMER DISEASE; ARTICLE; BOOTSTRAPPING; CONTROLLED STUDY; DISCRIMINANT ANALYSIS; FISHER DISCRIMINANT ANALYSIS; HUMAN; IMAGE ANALYSIS; IMAGE RECONSTRUCTION; MAJOR CLINICAL STUDY; MULTIVARIATE ANALYSIS; NEUROIMAGING; POSITRON EMISSION TOMOGRAPHY; PREDICTIVE VALUE; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; SENSITIVITY AND SPECIFICITY;

AGED; ALZHEIMER DISEASE; DATABASES, FACTUAL; DISCRIMINANT ANALYSIS; FEMALE; FLUORODEOXYGLUCOSE F18; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MALE; MULTIVARIATE ANALYSIS; POSITRON-EMISSION TOMOGRAPHY; PRINCIPAL COMPONENT ANALYSIS; RADIOPHARMACEUTICALS; REPRODUCIBILITY OF RESULTS;

EID: 79955474193     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2011.02.036     Document Type: Article

References (5)

1. Ashburner J., Friston K.J. Nonlinear spatial normalization using basis functions. Hum. Brain Mapp. 1999, 7:254-266.
2. Efron B., Tibshirani R.J. An Introduction to the Bootstrap 1993, Chapman & Hall/CRC.
3. Haense C., Herholz K., Jagust W.J., Heiss W.D. Performance of FDG PET for detection of Alzheimer's Disease in Two Independent Multicentre Samples (NEST-DD and ADNI). Dement. Geriatr. Cogn. Disord. 2009, 28:259-266.
4. Markiewicz P.J., Matthews J.C., Declerck J., Herholz K. Robustness of multivariate image analysis assessed by resampling techniques and applied to FDG-PET scans of patients with Alzheimer's disease. Neuroimage 2009, 46:472-485.
5. Merhof, D., Markiewicz P. J., Platsch, G., Declerck, J., Weih, M., Kornhuber, J., Kuwert, T., Matthews, J. C., Herholz, K., 2011. Optimized data preprocessing for multivariate analysis applied to 99mTc-ECD SPECT datasets of Alzheimer's patients and asymptomatic controls. J. Cerebral Blood Flow Metab 31, 371-383.