학술논문

A method to obtain better codebooks for vector quantizers than those achieved by the generalized Lloyd algorithm
Document Type
Conference
Author
Source
17th Convention of Electrical and Electronics Engineers in Israel Electrical and Electronics Engineers in Israel, 1991. Proceedings., 17th Convention of. :191-194 1991
Subject
Aerospace
Bioengineering
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineered Materials, Dielectrics and Plasmas
Power, Energy and Industry Applications
Robotics and Control Systems
Stochastic processes
Convergence
Iterative algorithms
Cities and towns
Temperature control
Vector quantization
Prototypes
Algorithm design and analysis
Design methodology
Least squares approximation
Language
Abstract
The method is based on a deterministic on-line design technique (similar to the Kohonen learning scheme) which incorporates principles of stochastic relaxation. In contrast to the Kohonen winner-take-all competition between the candidate codevectors, it performs a 'soft' competition where each codevector is assigned a winning score and all codevectors are updated simultaneously according to these scores. A temperature schedule is used to control the speed of convergence versus the quality of the codebook.ETX