Title :
Adjustment of the basin size in autoassociative memories by use of the BPTT technique
Author :
Hatanaka, Tomoyuki ; Nishikawa, Yoshikasu
Author_Institution :
Dept. of Electr. Eng., Kyoto Univ., Japan
Abstract :
An auto-associative memory is constructed in a recurrent network whose connection matrix is determined by use of backpropagation through time (BPTT). Through several computer simulations, basins of the memory generated by this method are compared with those generated by the conventional methods. In particular, the ability of the BPTT to adjust the basin size is investigated in detail
Keywords :
content-addressable storage; neural nets; autoassociative memory; backpropagation through time; basin size adjustment; connection matrix; neural nets; Associative memory; Autocorrelation; Computer networks; Computer simulation; Equations; Filters; Neurons; Size control;
Conference_Titel :
Neural Networks, 1991. 1991 IEEE International Joint Conference on
Print_ISBN :
0-7803-0227-3
DOI :
10.1109/IJCNN.1991.170674
