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Table 2 The effect of size of training set on the classification of shrews

From: Classification of Suncus murinus species complex (Soricidae: Crocidurinae) in Peninsular Malaysia using image analysis and machine learning approaches

Training Testing Validation All views Dorsal Lateral Jaw Average
Numbers in percentage %
50 25 25 100 70.0 76.7 61.7 77.1
60 20 20 100 62.5 82.5 68.3 78.3
70 15 15 100 72.5 88.3 85.0 86.5
80 10 10 100 70.8 88.3 76.7 84.0
90 5 5 100 65.8 85.8 75.0 81.7
  1. A series of tests was conducted to estimate an acceptable rate of correct classification for Training data set