Research Article

Applying Deep Learning Technologies to Evaluate the Patent Quality with the Collaborative Training

Table 7

Results of training the network using only Chinese patent data.

CategoryTraining setTest set
PrecisionRecall-scoreSupportPrecisionRecall-scoreSupport

10.921.000.96610.550.660.6035
20.790.700.74330.410.390.4018
30.800.820.81490.180.190.1921
40.610.690.65290.300.300.3010
50.420.650.51170.330.380.358
61.000.800.8950.000.000.003
70.000.000.0090.000.000.003
80.000.000.0050.000.000.002
Microavg0.760.760.762080.400.400.40100
Macroavg0.570.580.572080.220.240.23100