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Table 3 Performance on unbalanced labaled data: each cell reports MCC, 95% confidence interval (parenthesis) and the value of γ [squared brackets]

From: Lγ-PageRank for semi-supervised learning

 

Planted Partition

MNIST 4vs9

MNIST 3vs8

BBC articles

Gender images

Phoneme

γ=1

0.81 (1.1e-2)

0.51 (1.5e-2)

0.70 (1.4e-2)

0.66 (1.8e-2)

0.63 (2.1e-2)

0.44 (2.3e-2)

γ=2

0.87 (8.7e-3)

0.56 (1.5e-2)

0.76 (1.2e-2)

0.92 (5.0e-3)

0.73 (1.6e-2)

0.48 (1.4e-2)

γ= Best

0.90 (7.0e-3) [6]

0.57 (1.5e-2) [3]

0.78 (1.2e-2) [4]

0.93 (1.5e-3) [3]

0.75 (1.7e-2) [3]

0.48 (1.4e-2) [1.9]