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Table 9 Comparing the highest classification performance (accuracy in percent) of the proposed method with the recent similar approach (the values reported are the highest performance reported in each paper)

From: Dissimilarity space reinforced with manifold learning and latent space modeling for improved pattern classification

Methods

Iris

Ionosphere

USPS

Proposed method

98(± 0.2)(linSVM)

95.73(± 1.1)(5-NN)

96.80(± 1.0)(linSVM)

Calvo et al. [10]

–

–

86.70(1-NN)

Simovici et al. [46]

94.00(7-NN)

61.00(3-NN)

–

Wang et al. [24]

–

–

85.67(linSVM)