Research Article

Developing a Novel Hybrid Biogeography-Based Optimization Algorithm for Multilayer Perceptron Training under Big Data Challenge

Table 4

Experimental results for classification rate.

AlgorithmIrisHeartBalloonVehicle
Classification rateClassification rateClassification rateClassification rate

HCBBO93%81.2%100%76.2%
BBO90%75.4%100%71.7%
PSO38%66.5%100%56.8%
GA88.2%56.9%100%59.9%