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Non-Linear Time Series: Extreme Events and Integer Value Problems

Posted By: AvaxGenius
Non-Linear Time Series: Extreme Events and Integer Value Problems

Non-Linear Time Series: Extreme Events and Integer Value Problems by Kamil Feridun Turkman
English | PDF | 2014 | 255 Pages | ISBN : 3319070274 | 4.77 MB

This book offers a useful combination of probabilistic and statistical tools for analyzing nonlinear time series. Key features of the book include a study of the extremal behavior of nonlinear time series and a comprehensive list of nonlinear models that address different aspects of nonlinearity. Several inferential methods, including quasi likelihood methods, sequential Markov Chain Monte Carlo Methods and particle filters, are also included so as to provide an overall view of the available tools for parameter estimation for nonlinear models. A chapter on integer time series models based on several thinning operations, which brings together all recent advances made in this area, is also included.

Heavy-Tailed Time Series

Posted By: AvaxGenius
Heavy-Tailed Time Series

Heavy-Tailed Time Series by Rafal Kulik
English | PDF,EPUB | 2020 | 677 Pages | ISBN : 1071607359 | 71 MB

This book aims to present a comprehensive, self-contained, and concise overview of extreme value theory for time series, incorporating the latest research trends alongside classical methodology. Appropriate for graduate coursework or professional reference, the book requires a background in extreme value theory for i.i.d. data and basics of time series.