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Local linear estimation of scalar diffusion models by using asymmetric kernels
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نویسنده
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hanif m.
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منبع
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pakistan journal of statistics - 2014 - دوره : 30 - شماره : 1 - صفحه:1 -20
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چکیده
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In this paper,we study the nonparametric estimation of first and second infinitesimal moments by using the local linear method of the underlying scalar diffusion model. the special attention is paid to the asymmetric kernels instead of standard kernel smoothing. we focus on the use of asymmetric kernels when the diffusion process lives on a support with one or two boundaries. we establish the pointwise consistency and asymptotic normality of the proposed estimators under the condition of recurrence and stationarity. © 2014 pakistan journal of statistics.
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کلیدواژه
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Beta kernel; Diffusion model; Gamma kernel; Harris recurrence; Local linear method; Local time; Nonparametric estimation
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آدرس
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department of mathematics,zhejiang university,hangzhou,310027,china,department of mathematics and statistics,pmas-arid agriculture university, Pakistan
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Authors
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