Guy Mélard

Prof. Guy Mélard

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Research Focus & Metrics

Academic Career Length

21Years (2006-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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10 April 2014 in Computational Statistics
Verified
Journal Article
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GMGuy Mélard
Guy Mélard

1 October 2006 in Statistical Inference for Stochastic Processes
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Journal Article
Closed access
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RARajae Azrak
Rajae Azrak
GMGuy Mélard
Guy Mélard

1 January 2022 in Econometrics and Statistics
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Journal Article
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GMGuy Mélard
Guy Mélard

21 January 2014 in Systems Science & Control Engineering
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Journal Article
Open access
AOAbdelhamid Ouakasse
Abdelhamid Ouakasse
GMGuy Mélard
Guy Mélard
Recursive estimation methods for time series models usually make use of recurrences for the vector of parameters, the model error and its derivatives with respect to the parameters, plus a recurrence for the Hessian of the model error. An alternative method is proposed in the case of an autoregressive-moving average model, where the Hessian is not updated but is replaced, at each time, by the inverse of the Fisher information matrix evaluated at the current parameter. The asymptotic properties, consistency and asymptotic normality, of the new estimator are obtained. Monte Carlo experiments indicate that the estimates may converge faster to the true values of the parameters than when the Hessian is updated. The paper is illustrated by an example on forecasting the speed of wind.

2 June 2021 in Statistical Inference for Stochastic Processes
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Journal Article
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RARajae Azrak
Rajae Azrak
GMGuy Mélard
Guy Mélard

28 July 2024 in Journal of Time Series Analysis
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Journal Article
Closed access
AAABDELKAMEL ALJ
ABDELKAMEL ALJ
RARajae Azrak
Rajae Azrak
GMGuy Mélard
Guy Mélard