2012
DOI: 10.3846/16111699.2011.620135
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A Comparative Analysis of Alternative Univariate Time Series Models in Forecasting Turkish Inflation

Abstract: This paper analyses inflation forecasting power of artificial neural networks with alternative univariate time series models for Turkey. The forecasting accuracy of the models is compared in terms of both static and dynamic forecasts for the period between 1982:1 and 2009:12. We find that at earlier forecast horizons conventional models, especially ARFIMA and ARIMA, provide better one-step ahead forecasting performance. However, unobserved components model turns out to be the best performer in terms of dynamic… Show more

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Cited by 35 publications
(18 citation statements)
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“…Evolution of the industry efficiency index over time 20 I also find that an increase of 1% of the observed quality index leads to an increase of the consumer welfare by 2.31%. 21 The argument of asset reallocation from the least efficient to the most efficient firm can also be considered as an argument in favor of concentration during a merger case.…”
mentioning
confidence: 88%
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“…Evolution of the industry efficiency index over time 20 I also find that an increase of 1% of the observed quality index leads to an increase of the consumer welfare by 2.31%. 21 The argument of asset reallocation from the least efficient to the most efficient firm can also be considered as an argument in favor of concentration during a merger case.…”
mentioning
confidence: 88%
“…19 Moreover, this increase in the industry efficiency led to an increase in the consumer welfare during the period 1980-2004. Using the estimates of 20 This means that the increase in efficiency, due to the reallocation of assets from the least efficient to the most efficient firms, had a larger impact on the consumer welfare than a price decrease due to economies of density. This can be essential for merger analysis.…”
mentioning
confidence: 99%
“…The level of γ follows from comparing (20) and (16). The statement regarding the change in the multiplier when the number of firms changes follows from the derivative of γ B with respect to n.…”
Section: Symmetric Firmsmentioning
confidence: 99%
“…This valuation is uniformly distributed on [0, 1] (and independent of users' platform preferences). 20 Each user gets 20 Note that we assume that users' platform adoption decisions and the usage decisions a new draw from δ for each software product. A user can choose between buying the software, copying it illegally, and not buying any software at all.…”
Section: Examplementioning
confidence: 99%