Read 1300 items Read 1964 items LOGISTIC REGRESSION, 10 PCS: validation error rate = 0.073 -log pr = 0.191 Test error rate = 0.064 -log pr = 0.188 LOGISTIC REGRESSION, 20 PCS: validation error rate = 0.067 -log pr = 0.166 Test error rate = 0.061 -log pr = 0.176 LOGISTIC REGRESSION, 40 PCS: validation error rate = 0.06 -log pr = 0.166 Test error rate = 0.053 -log pr = 0.18 Warning messages: 1: glm.fit: fitted probabilities numerically 0 or 1 occurred 2: glm.fit: fitted probabilities numerically 0 or 1 occurred 3: glm.fit: fitted probabilities numerically 0 or 1 occurred MLP, 10 PCS: at 5170 validation error rate = 0.06 -log pr = 0.171 Test error rate = 0.05 -log pr = 0.159 MLP, 20 PCS: at 4206 validation error rate = 0.04 -log pr = 0.146 Test error rate = 0.044 -log pr = 0.15 MLP, 40 PCS: at 15437 validation error rate = 0.04 -log pr = 0.144 Test error rate = 0.042 -log pr = 0.186 MLP, 10 PCS, 0.15 PENALTY: at 30000 validation err rate = 0.057 -log pr = 0.166 Test error rate = 0.047 -log pr = 0.158 MLP, 20 PCS, 10 PENALTY: at 21738 validation err rate = 0.053 -log pr = 0.158 Test error rate = 0.048 -log pr = 0.153 MLP, 40 PCS, 0.4 PENALTY: at 28699 validation err rate = 0.04 -log pr = 0.128 Test error rate = 0.041 -log pr = 0.18 null device 1