An Equidistortion Principle Constrained SOM for Vector Quantisation

摘要

A constrained SOM based on an equal-distortion principle is proposed for producing globally optimal, or near-optimal, vector quantisation. The principle is applied indirectly to control the width of the neighbourhood of the SOM. Little extra computation costs are introduced but improved performance, both in lower distortion and in stable and fast convergence, is achieved.