Title :
Nurturing promotes the evolution of learning in uncertain environments
Author :
Eskridge, B.E. ; Hougen, Dean F.
Author_Institution :
CSNE Dept., Southern Nazarene Univ., Bethany, OK, USA
Abstract :
Adapting to a changing and uncertain environment is vital for the long-term success of individuals, whether they are biological or artificial. While learning can be powerful in the adaptation process, a lack of understanding exists in the factors that promote or inhibit its evolution. Nurturing is widely thought to be a contributing factor, if not a requirement, for high levels of learning. In the study described here, we investigated how nurturing contributes to the evolution of learning in uncertain environments using a simple, biologically inspired evolutionary simulation. The simulation predicts that the two models of nurturing used here, nurturing as social learning and nurturing as a means of safe exploration, both promote the evolution of learning in uncertain environments in which learning would otherwise not be a viable strategy. The results also indicate that nurturing is also a factor in improving fitness in environments in which learning is already viable.
Keywords :
evolutionary computation; learning (artificial intelligence); adaptation process; contributing factor; learning evolution; safe exploration; simple biologically inspired evolutionary simulation; uncertain environments; Biological information theory; Biological system modeling; Evolution (biology); Reliability; Sociology; Statistics;
Conference_Titel :
Development and Learning and Epigenetic Robotics (ICDL), 2012 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-4964-2
Electronic_ISBN :
978-1-4673-4963-5
DOI :
10.1109/DevLrn.2012.6400847