2012 | OriginalPaper | Chapter
On the Application of the Parzen-Type Kernel Regression Neural Network and Order Statistics for Learning in a Non-stationary Environment
Authors : Maciej Jaworski, Meng Joo Er, Lena Pietruczuk
Published in: Artificial Intelligence and Soft Computing
Publisher: Springer Berlin Heidelberg
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A problem of learning in non-stationary environment is solved by making use of order statistics in combination with the Parzen kernel-type regression neural network. Probabilistic properties of the algorithm are investigated and weak convergence is established. Experimental results are presented.