Research Article

Feature Selection and Classification for High-Dimensional Incomplete Multimodal Data

Table 3

Comparison of classification accuracy of incomplete and complete multimodal data.

The type of dataModalitiesThe size of dataACC (%)

Individual modalityMRI3983.50
PET3977.50
CSF3978.70

Two modalitiesMRI+PET3283.30
MRI+CSF3282.00
PET+CSF3281.00

Complete dataMRI+CSF+PET3281.40

Incomplete dataMRI, CSF+PET, MRI+CSF+PET10389.30
CSF, MRI+PET, MRI+CSF+PET10391.10
PET, MRI+CSF, MRI+CSF+PET10387.80