Title :
Reduced-size neural networks through singular value decomposition and subset selection
Author :
Kanjilal, P.P. ; Dey, P.K. ; Banerjee, D.N.
Author_Institution :
Dept. of Electron. & ECE, Indian Inst. of Technol., Kharagpur, India
Abstract :
Singular value decomposition (SVD) can lead to compaction of information, and along with QR with column pivoting (QRcp) factorisation can be used for subset selection. The Letter proposes an application of SVD and subset selection for optimising the size of feedforward neural networks; the Mackey Glass (MG) series is used as an example.<>
Keywords :
feedforward neural nets; matrix algebra; Mackey Glass series; QR; column pivoting; factorisation; feedforward neural networks; singular value decomposition; subset selection;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19931010
