Table 3 Evaluation metrics of the confusion matrix without time information on the PLAID dataset.

From: Non-intrusive load monitoring based on time-enhanced multidimensional feature visualization

 

P

R

F1

A

AC

0.839

0.712

0.771

0.974

CFL

1

0.92

0.953

0.987

Fan

0.917

0.861

0.888

0.977

Fridge

0.465

0.526

0.494

0.962

Hairdryer

0.870

0.969

0.917

0.974

Heater

0.8

0.625

0.702

0.984

ILB

0.971

0.877

0.922

0.984

Laptop

0.915

1

0.956

0.985

Microwave

0.986

0.993

0.989

0.997

Vacuum

0.925

0.974

0.949

0.996

Washing

0.727

0.923

0.814

0.990

average

0.856

0.853

0.850

0.983

Back to article page