Title :
A multi-core learning algorithm for Boolean neural networks
Author :
Wang, D. ; Chaudhari, Narendra S.
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
Abstract :
We introduce a novel learning algorithm called multi-core learning (MCL) to construct a neural network for implementing a Boolean link training algorithm (BLTA) and expand-and-truncate learning (ETL). MCL needs a fewer hidden neurons. MCL also needs less number of operations for obtaining the connection weights and thresholds for hidden layer. We illustrate this advantage of our method (over ETL and BLTA) through an example.
Keywords :
Boolean functions; learning (artificial intelligence); neural nets; Boolean function; Boolean like training algorithm; Boolean neural network; connection weight; expand and truncate learning; hidden layer; hidden neurons; learning algorithm; multicore learning; Boolean functions; Computer networks; Hamming distance; Hypercubes; Neural networks; Neurons; Pattern classification; Pattern recognition;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223388
