Download e-book for kindle: Grammar-Based Feature Generation for Time-Series Prediction by Anthony Mihirana De Silva,Philip H. W. Leong

By Anthony Mihirana De Silva,Philip H. W. Leong

ISBN-10: 9812874100

ISBN-13: 9789812874108

This ebook proposes a unique procedure for time-series prediction utilizing computer studying thoughts with automated characteristic iteration. software of laptop studying thoughts to foretell time-series maintains to draw substantial consciousness end result of the trouble of the prediction difficulties compounded via the non-linear and non-stationary nature of the true international time-series. The functionality of laptop studying ideas, between different issues, depends upon compatible engineering of good points. This publication proposes a scientific approach for producing appropriate good points utilizing context-free grammar. a couple of characteristic choice standards are investigated and a hybrid characteristic new release and choice set of rules utilizing grammatical evolution is proposed. The booklet comprises graphical illustrations to provide an explanation for the characteristic new release technique. The proposed methods are verified via predicting the last cost of significant inventory industry indices, top electrical energy load and web hourly foreign currencies shopper exchange quantity. The proposed procedure may be utilized to quite a lot of computing device studying architectures and purposes to symbolize complicated characteristic dependencies explicitly whilst laptop studying can't accomplish that on its own. commercial functions can use the proposed strategy to increase their predictions.

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Grammar-Based Feature Generation for Time-Series Prediction (SpringerBriefs in Applied Sciences and Technology) by Anthony Mihirana De Silva,Philip H. W. Leong

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