Title :
Constraints on the Design Process for Systems with Human Level Intelligence
Author :
Coward, L. Andrew
Author_Institution :
Australian Nat. Univ., Canberra
Abstract :
Any system which must learn to perform a large number of behavioral features with limited information handling resources will tend to be constrained within a set of architectural bounds. Unless design for a system with human like intelligence is performed within these bounds, the system will require excessive resources, and learning will introduce large numbers of undesirable side effects on prior learning. The design process must be focused on finding adequate compromises between the conflicting demands of resource economy and ease of learning. A number of detailed constraints on this design process are described.
Keywords :
data handling; learning (artificial intelligence); architectural bounds; behavioral features; design process; human level intelligence; information handling resources; learning; resource economy; Computer architecture; Computer errors; Computer science; Constraint theory; Energy states; Humans; Information processing; Process design; Protection;
Conference_Titel :
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9490-9
DOI :
10.1109/IJCNN.2006.246713