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Table 3 GA and RNN parameter settings

From: Modeling human cancer-related regulatory modules by GA-RNN hybrid algorithms

Yeast Cell Cycle Data set

Human Cell Cycle Data set

GA parameters

Values

GA parameters

Values

Crossover

One Point, crossover rate (0.9)

Crossover

One Point, crossover rate (0.8)

Mutation

Random, mutation rate (0.05)

Mutation

Random, mutation rate (0.1)

Selector

Roulette Wheel

Selector

Roulette Wheel

Population Size

50 ~ 250

Population Size

100 ~ 250

Generations

100 ~ 1000

Generations

100 ~ 2500

RNN parameters

Values

RNN parameters

Values

Epochs

50 ~ 100

Epochs

100 ~ 200

Gradient descent

Standard

Gradient descent

Standard

Weight Update

Online

Weight Update

Online