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Journal of Healthcare Engineering
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Journal of Healthcare Engineering
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2020
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Article
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Tab 7
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Research Article
Classification of Alzheimer’s Disease and Mild Cognitive Impairment Based on Cortical and Subcortical Features from MRI T1 Brain Images Utilizing Four Different Types of Datasets
Table 7
Comparison of recently published works.
EMCI vs. LMCI
Years
Approach
Dataset
ACC
SEN
SPEC
Classifier
2017
Tripathi et al. [
13
]
ADNI
70.29
73.95
66.01
RBF-SVM
2018
Nozadi and Kadoury [
15
]
ADNI
67.6
70.1
70.7
RBF-SVM
2018
Gupta et al. [
5
]
NRCD
95.55
100
90.9
Softmax
2019
Zhang et al. [
19
]
ADNI
83.87
86.21
81.82
RBF-SVM
2019
Gorji and Naima [
17
]
ADNI
93.00
91.48
94.82
CNN
2019
Proposed method
NRCD
95.45
92.75
100
RBF-SVM
NACC
94.74
92.56
100
ARWIBO
94.87
88.89
92.75
ADNI
87.50
77.78
100