Title :
Many-layered learning
Author :
Utgoff, Paul E. ; Stracuzzi, David J.
Author_Institution :
Dept. of Comput. Sci., Massachusetts Univ., Amherst, MA, USA
Abstract :
We examine how a network of many knowledge layers can be constructed in an online manner such that the learned units represent building blocks of knowledge that serve to compress the overall representation. Our novel STL algorithm demonstrates a method for simultaneously acquiring and organizing a collection of concepts and functions as a many-layered network.
Keywords :
knowledge representation; learning (artificial intelligence); STL algorithm; knowledge building blocks; knowledge layers; many-layered learning; many-layered network; Computer science; Functional programming; Humans; Organizing; Robots; Statistical analysis;
Conference_Titel :
Development and Learning, 2002. Proceedings. The 2nd International Conference on
Print_ISBN :
0-7695-1459-6
DOI :
10.1109/DEVLRN.2002.1011824
