Intelligent Smoke Alarm System with Wireless Sensor Network Using ZigBee

Table 2

Classification algorithm effect comparison.

	Error rate	Error rate of train sets (5-fold CV)	Error rate of test sets (5-fold CV)
Decision tree	0.01599247	0.01599253	0.01599337
Bagging	0.01599247	0.01564398	0.01599337
Random forest	0.00047037	0.00047038	0.01270257
Support vector machine	0.01081844	0.01046568	0.01740293
-nearest neighbor	0.00423330	0.00282222	0.02916432