Research Article

Assessment of Equipment Operation State with Improved Random Forest

Table 4

The assessment results of IRF based on different sizes of data sets.

The size of data setsClassesSizeAverage number of corrected assessmentAssessment standard

1400Excellence35320.95290.95360.9546
Good3531
Attention3535
Badness3535

1000Excellence25230.95600.95480.9615
Good2523
Attention2525
Badness2524

600Excellence15130.95670.95450.9600
Good1514
Attention1515
Badness1515