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Modeling Energy Demand Using Nonparametric And Extreme Value Theory Paperback English by Levi Mbugua - 21 Feb 2014
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Modeling Energy Demand Using Nonparametric And Extreme Value Theory Paperback English by Levi Mbugua - 21 Feb 2014

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المواصفات

الناشرLAP Lambert Academic Publishing
تنسيق الكتابغلاف ورقي
وصف الكتابModeling demand and price data using nonparametric methods and extreme value theory provides an up-to-date picture on how extreme events can be modeled. In this book, kernel smoothing based conditional quantile approach, a nonparametric procedure is used to model volatile demand data. Nevertheless, quantile regression procedures work well in non extreme parts of a given data but poorly on extreme levels. This book applies the threshold model of extreme value in order to circumvent the lack of observation problem at the tail of the distribution. Various kernel estimation methods and extreme value theory are discussed and the asymptotic properties of the estimators given. The methods are applied to model extremes in electricity demand and fuel price data. A combination of nonparametric approach and extreme value theory is used as an estimation of value at risk. Value at risk is chosen in this book as it is extensively used in practice.This book will be a valuable reference for research in applied statistics, actuarial science and management science and will serve as a text book for graduate students and others who are interested in modeling of extreme events.
عدد الصفحات148
رقم الكتاب المعياري الدولي 139783848444441
اللغةالإنجليزية
تاريخ النشر21 Feb 2014
مجموع السلة  0.00
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Modeling Energy Demand Using Nonparametric And Extreme Value Theory Paperback English by Levi Mbugua - 21 Feb 2014
Modeling Energy Demand Using Nonparametric And Extreme Value Theory Paperback English by Levi Mbugua - 21 Feb 2014
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