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Table 4 Comparison of correct classification rates with differential initial weights

From: Object detection using ensemble of linear classifiers with fuzzy adaptive boosting

Types of initial weights

With 10 weak classifiers

With 30 weak classifiers

Same weights

80.8%

92.6%

Random weights 1

72.5%

91.2%

Random weights 2

78.1%

91.7%

Random weights 3

81.1%

92.7%

Proposed weights

82.4%

93.3%