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Bayesian Approach to the Extension of 'Input-Output' Tables
[Байесовский Подход К Продлению Таблиц «Затраты–Выпуск»]

Author

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  • Lugovoy, Oleg (Луговой, Олег)

    (Russian presidental academy of national economy and public administration (RANEPA))

  • Polbin, Andrey Vladimirovich (Полбин, Андрей Владимирович)

    (Russian presidental academy of national economy and public administration (RANEPA))

  • Potashnikоv, Vladimir Yurievich (Поташников, Владимир Юрьевич)

    (Russian presidental academy of national economy and public administration (RANEPA))

Abstract

The paper discusses the Bayesian approach to the extension of "input-output" tables. In contrast to the popular methods of extension (RAS, minimizing cross-entropy), the proposed approach uses the technique of sample matrices that allow us to estimate the probability distribution of the coefficients of direct costs for the extension of interbranch balance. This probability distribution is determined by a set (sample) evaluated tables, each of which does not contradict the available data and limitations. Unlike point estimates, stochastic table directly incorporate uncertainty information of each estimated table cells "input-output", given the relationship between them. With a view to testing the proposed method performed experimental evaluation of "input-output" tables of the Russian economy in 2003 based on the tables from 1998-2002.

Suggested Citation

  • Lugovoy, Oleg (Луговой, Олег) & Polbin, Andrey Vladimirovich (Полбин, Андрей Владимирович) & Potashnikоv, Vladimir Yurievich (Поташников, Владимир Юрьевич), 2015. "Bayesian Approach to the Extension of 'Input-Output' Tables [Байесовский Подход К Продлению Таблиц «Затраты–Выпуск»]," Published Papers om31, Russian Presidential Academy of National Economy and Public Administration.
  • Handle: RePEc:rnp:ppaper:om31
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    References listed on IDEAS

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    1. Heckelei, Thomas & Mittelhammer, Ronald C. & Jansson, Torbjorn, 2008. "A Bayesian Alternative To Generalized Cross Entropy Solutions For Underdetermined Econometric Models," Discussion Papers 56973, University of Bonn, Institute for Food and Resource Economics.
    2. Баранов Эдуард Филаретович & Ким Игорь Александрович & Пионтковский Дмитрий Игоревич & Старицына Елена Алексеевна, 2014. "Вопросы Построения Таблиц «Затраты – Выпуск» России В Международных Классификаторах," Higher School of Economics Economic Journal Экономический журнал Высшей школы экономики, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 18(1), pages 7-42.
    3. Umed Temurshoev & Colin Webb & Norihiko Yamano, 2011. "Projection Of Supply And Use Tables: Methods And Their Empirical Assessment," Economic Systems Research, Taylor & Francis Journals, vol. 23(1), pages 91-123.
    4. Golan, Amos & Judge, George & Robinson, Sherman, 1994. "Recovering Information from Incomplete or Partial Multisectoral Economic Data," The Review of Economics and Statistics, MIT Press, vol. 76(3), pages 541-549, August.
    5. Manfred Lenzen & Maria Cecilia Pinto de Moura & Arne Geschke & Keiichiro Kanemoto & Daniel Dean Moran, 2012. "A Cycling Method For Constructing Input--Output Table Time Series From Incomplete Data," Economic Systems Research, Taylor & Francis Journals, vol. 24(4), pages 413-432, February.
    6. Giorgio Rampa, 2008. "Using Weighted Least Squares to Deflate Input-Output Tables," Economic Systems Research, Taylor & Francis Journals, vol. 20(3), pages 259-276.
    7. Martin Weale, 1988. "The Reconciliation of Values, Volumes and Prices in the National Accounts," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 151(1), pages 211-221, January.
    8. Bárbara Díaz & Antonio Morillas, 2011. "Incorporating uncertainty in the coefficients and multipliers of an IO table: A case study," Papers in Regional Science, Wiley Blackwell, vol. 90(4), pages 845-861, November.
    9. R. E. Quandt, 1958. "Probabilistic errors in the leontief system," Naval Research Logistics Quarterly, John Wiley & Sons, vol. 5(2), pages 155-170, June.
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    Cited by:

    1. Umed Temurshoev, 2015. "Uncertainty treatment in input-output analysis," Working Papers 2015-004, Universidad Loyola Andalucía, Department of Economics.

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