Research Article

Unregistered Biological Words Recognition by Q-Learning with Transfer Learning

Algorithm 1

Transfer function learning.
Output: transfer function for reinforcement learning problems
(1) initialize the -function
(2) initialize the transfer function
(3)
(4) for each episode
(5)  
(6)  
(7)  get a starting state
(8)  
(9) repeat
(10)   
(11)   take action , observe and
(12)   
(13) end
(14) get value of Q by (5)
(15) generate example
(16)
(17) if  u is a transfer action then
(18)   generate
(19) else
(20)   generate
(21)  
(22) end if
(23) update with
(24) update with
(25)
(26) end for
(27) return transfer function