Experimental and Analytical Studies on Improved Feedforward ML Estimation Based on LS-SVR

Maximum likelihood (ML) algorithm is the most common and effective parameter estimation method. However, when dealing with small sample and low signal-to-noise ratio (SNR), threshold effects are resulted and estimation performance degrades greatly. It is proved that support vector machine (SVM) is s...

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Bibliographic Details
Main Authors: Xueqian Liu, Hongyi Yu
Format: Article
Language:English
Published: Hindawi Limited 2013-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2013/192021