IDEAS home Printed from https://ideas.repec.org/a/eee/jimfin/v48y2014ipap101-124.html
   My bibliography  Save this article

The dynamics of international capital flows: Results from a dynamic hierarchical factor model

Author

Listed:
  • Förster, Marcel
  • Jorra, Markus
  • Tillmann, Peter

Abstract

The present paper examines the degree of comovement of gross capital inflows, which is a highly sensitive issue for policy makers. We estimate a dynamic hierarchical factor model that is able to decompose inflows in a sample of 47 economies into (i) a global factor common to all types of flows and all recipient countries, (ii) a factor specific to a given type of capital inflows, (iii) a regional factor and (iv) a country-specific component. We find that the latter explains by far the largest fraction of fluctuations in capital inflows followed by regional factors, which are particularly important for emerging markets' FDI and portfolio inflows as well as bank lending to Emerging Europe. The global factor, however, explains only a small share of the overall variation. We also employ dynamic panel and time series regressions to explain the determinants of the estimated components. The global factor is shown to reflect U.S. financial conditions.

Suggested Citation

  • Förster, Marcel & Jorra, Markus & Tillmann, Peter, 2014. "The dynamics of international capital flows: Results from a dynamic hierarchical factor model," Journal of International Money and Finance, Elsevier, vol. 48(PA), pages 101-124.
    • Handle: RePEc:eee:jimfin:v:48:y:2014:i:pa:p:101-124
    DOI: 10.1016/j.jimonfin.2014.07.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0261560614001181
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jimonfin.2014.07.004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Guillermo A. Calvo & Leonardo Leiderman & Carmen M. Reinhart, 1996. "Inflows of Capital to Developing Countries in the 1990s," Journal of Economic Perspectives, American Economic Association, vol. 10(2), pages 123-139, Spring.
    2. Hélène Rey & Philippe Martin, 2006. "Globalization and Emerging Markets: With or Without Crash?," American Economic Review, American Economic Association, vol. 96(5), pages 1631-1651, December.
    3. Chuhan, Punam & Claessens, Stijn & Mamingi, Nlandu, 1998. "Equity and bond flows to Latin America and Asia: the role of global and country factors," Journal of Development Economics, Elsevier, vol. 55(2), pages 439-463, April.
    4. Reinhart, Carmen, 2002. "A Modern History of Exchange Rate Arrangements: The Country Histories, 1946-2001," MPRA Paper 13191, University Library of Munich, Germany.
    5. Daude, Christian & Fratzscher, Marcel, 2008. "The pecking order of cross-border investment," Journal of International Economics, Elsevier, vol. 74(1), pages 94-119, January.
    6. Helbling, Thomas & Huidrom, Raju & Kose, M. Ayhan & Otrok, Christopher, 2011. "Do credit shocks matter? A global perspective," European Economic Review, Elsevier, vol. 55(3), pages 340-353, April.
    7. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    8. Broto, Carmen & Díaz-Cassou, Javier & Erce, Aitor, 2011. "Measuring and explaining the volatility of capital flows to emerging countries," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 1941-1953, August.
    9. Ethan Ilzetzki & Carmen M Reinhart & Kenneth S Rogoff, 2019. "Exchange Arrangements Entering the Twenty-First Century: Which Anchor will Hold?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(2), pages 599-646.
    10. repec:hal:spmain:info:hdl:2441/9261 is not listed on IDEAS
    11. Laura Alfaro & Sebnem Kalemli-Ozcan & Vadym Volosovych, 2007. "Capital Flows in a Globalized World: The Role of Policies and Institutions," NBER Chapters, in: Capital Controls and Capital Flows in Emerging Economies: Policies, Practices, and Consequences, pages 19-72, National Bureau of Economic Research, Inc.
    12. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    13. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    14. N/A, 2011. "Balance of Payments," Foreign Trade Review, , vol. 45(4), pages 73-104, January.
    15. Martín González‐Rozada & Eduardo Levy Yeyati, 2008. "Global Factors and Emerging Market Spreads," Economic Journal, Royal Economic Society, vol. 118(533), pages 1917-1936, November.
    16. Fratzscher, Marcel, 2012. "Capital flows, push versus pull factors and the global financial crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 341-356.
    17. Carmen M. Reinhart & Vincent R. Reinhart, 2009. "Capital Flow Bonanzas: An Encompassing View of the Past and Present," NBER International Seminar on Macroeconomics, University of Chicago Press, vol. 5(1), pages 9-62.
    18. Guenter W. Beck & Kirstin Hubrich & Massimiliano Marcellino, 2016. "On the Importance of Sectoral and Regional Shocks for Price‐Setting," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(7), pages 1234-1253, November.
    19. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    20. Shulian Deng & Jun Peng, 2011. "Reforming the Budgeting Process in China," OECD Journal on Budgeting, OECD Publishing, vol. 11(1), pages 75-89.
    21. Oecd, 2011. "The Impact of the 1999 Education Reform in Poland," OECD Education Working Papers 49, OECD Publishing.
    22. Bunda, Irina & Hamann, A. Javier & Lall, Subir, 2009. "Correlations in emerging market bonds: The role of local and global factors," Emerging Markets Review, Elsevier, vol. 10(2), pages 67-96, June.
    23. M. Ayhan Kose & Christopher Otrok & Eswar Prasad, 2012. "Global Business Cycles: Convergence Or Decoupling?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(2), pages 511-538, May.
    24. Jonathan D. Ostry, 2012. "Managing Capital Flows: What Tools to Use?," Asian Development Review (ADR), World Scientific Publishing Co. Pte. Ltd., vol. 29(01), pages 82-88, June.
    25. Forbes, Kristin J. & Warnock, Francis E., 2012. "Capital flow waves: Surges, stops, flight, and retrenchment," Journal of International Economics, Elsevier, vol. 88(2), pages 235-251.
    26. Emanuel Moench & Serena Ng & Simon Potter, 2013. "Dynamic Hierarchical Factor Model," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1811-1817, December.
    27. Förster, Marcel & Jorra, Markus & Tillmann, Peter, 2014. "The dynamics of international capital flows: Results from a dynamic hierarchical factor model," Journal of International Money and Finance, Elsevier, vol. 48(PA), pages 101-124.
    28. Jiangyan Yu & Mr. James P Walsh, 2010. "Determinants of Foreign Direct Investment: A Sectoral and Institutional Approach," IMF Working Papers 2010/187, International Monetary Fund.
    29. Broner, Fernando & Didier, Tatiana & Erce, Aitor & Schmukler, Sergio L., 2013. "Gross capital flows: Dynamics and crises," Journal of Monetary Economics, Elsevier, vol. 60(1), pages 113-133.
    30. Emanuel Moench & Serena Ng, 2011. "A hierarchical factor analysis of U.S. housing market dynamics," Econometrics Journal, Royal Economic Society, vol. 14(1), pages 1-24, February.
    31. Gian-Maria Milesi-Ferretti & Cédric Tille, 2011. "The great retrenchment: international capital flows during the global financial crisis [‘The great trade collapse: what caused it and what does it mean?’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(66), pages 289-346.
    32. Angela Abbate & Sandra Eickmeier & Wolfgang Lemke & Massimiliano Marcellino, 2016. "The Changing International Transmission of Financial Shocks: Evidence from a Classical Time‐Varying FAVAR," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(4), pages 573-601, June.
    33. M. Ayhan Kose & Christopher Otrok & Charles H. Whiteman, 2003. "International Business Cycles: World, Region, and Country-Specific Factors," American Economic Review, American Economic Association, vol. 93(4), pages 1216-1239, September.
    34. Neely, Christopher J. & Rapach, David E., 2011. "International comovements in inflation rates and country characteristics," Journal of International Money and Finance, Elsevier, vol. 30(7), pages 1471-1490.
    35. Fernando A. Broner & Roberto Rigobon, 2006. "Why Are Capital Flows So Much Volatile in Merging Than in Developed Countries?," Central Banking, Analysis, and Economic Policies Book Series, in: Ricardo Caballero & César Calderón & Luis Felipe Céspedes & Norman Loayza (Series Editor) & Klaus Sc (ed.),External Vulnerability and Preventive Policies, edition 1, volume 10, chapter 2, pages 015-040, Central Bank of Chile.
    36. Fernandez-Arias, Eduardo, 1996. "The new wave of private capital inflows: Push or pull?," Journal of Development Economics, Elsevier, vol. 48(2), pages 389-418, March.
    37. Haroon Mumtaz & Paolo Surico, 2012. "Evolving International Inflation Dynamics: World And Country-Specific Factors," Journal of the European Economic Association, European Economic Association, vol. 10(4), pages 716-734, August.
    38. Claessens, Stijn & Dooley, Michael P & Warner, Andrew, 1995. "Portfolio Capital Flows: Hot or Cold?," The World Bank Economic Review, World Bank Group, vol. 9(1), pages 153-174, January.
    39. repec:clr:wugarc:y:2011:v:37i:4p:501 is not listed on IDEAS
    40. repec:hal:wpspec:info:hdl:2441/9261 is not listed on IDEAS
    41. Stiglitz, Joseph E., 2000. "Capital Market Liberalization, Economic Growth, and Instability," World Development, Elsevier, vol. 28(6), pages 1075-1086, June.
    42. James H. Stock & Mark W. Watson, 2005. "Implications of Dynamic Factor Models for VAR Analysis," NBER Working Papers 11467, National Bureau of Economic Research, Inc.
    43. Sarno, Lucio & Taylor, Mark P., 1999. "Hot money, accounting labels and the permanence of capital flows to developing countries: an empirical investigation," Journal of Development Economics, Elsevier, vol. 59(2), pages 337-364, August.
    44. Rogelio V. Mercado & Cyn-Young Park, 2011. "What Drives Different Types of Capital Flows and their Volatilities in Developing Asia?," International Economic Journal, Taylor & Francis Journals, vol. 25(4), pages 655-680, December.
    45. Ostry, Jonathan D., 2012. "Managing Capital Flows: What Tools to Use?," Asian Development Review, Asian Development Bank, vol. 29(1), pages 83-89.
    46. Neumann, Rebecca M. & Penl, Ron & Tanku, Altin, 2009. "Volatility of capital flows and financial liberalization: Do specific flows respond differently?," International Review of Economics & Finance, Elsevier, vol. 18(3), pages 488-501, June.
    47. Martin Schindler, 2009. "Measuring Financial Integration: A New Data Set," IMF Staff Papers, Palgrave Macmillan, vol. 56(1), pages 222-238, April.
    48. Scott Hegerty, 2011. "Openness and capital flow volatility: comparisons between transition economies and Latin America," Applied Economics Letters, Taylor & Francis Journals, vol. 18(12), pages 1177-1180.
    49. repec:wbk:wboper:12195 is not listed on IDEAS
    50. World Bank, 2011. "World Development Indicators 2011," World Bank Publications - Books, The World Bank Group, number 2315, December.
    51. Patrick McGuire & Martijn A Schrijvers, 2003. "Common factors in emerging market spreads," BIS Quarterly Review, Bank for International Settlements, December.
    52. World Bank & International Finance Corporation, "undated". "Doing Business in South East Europe 2011," World Bank Publications - Reports 12198, The World Bank Group.
    53. Beck , Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2009. "Financial institutions and markets across countries and over time - data and analysis," Policy Research Working Paper Series 4943, The World Bank.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Belke, Ansgar & Volz, Ulrich, 2018. "Capital flows to emerging market and developing economies: global liquidity and uncertainty versus country-specific pull factors," IDOS Discussion Papers 23/2018, German Institute of Development and Sustainability (IDOS).
    2. Tatjana Dahlhaus & Garima Vasishtha, 2014. "The Impact of U.S. Monetary Policy Normalization on Capital Flows to Emerging-Market Economies," Staff Working Papers 14-53, Bank of Canada.
    3. Raul Ibarra & Isela-Elizabeth Tellez-Leon, 2020. "Are all types of capital flows driven by the same factors? Evidence from Mexico," Empirical Economics, Springer, vol. 59(1), pages 461-502, July.
    4. Hardik A. Marfatia, 2016. "The Role of Push and Pull Factors in Driving Global Capital Flows," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot GmbH, Berlin, vol. 62(2), pages 117-146.
    5. Vo, Xuan Vinh & Nguyen, Dong Phong & Ho, Viet Tien & Nguyen, Trung Thong, 2017. "Where do the advanced countries invest? An investigation of capital flows from advanced countries to emerging economies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 51(C), pages 142-154.
    6. Sakemoto, Ryuta, 2018. "Co-movement between equity and bond markets," International Review of Economics & Finance, Elsevier, vol. 53(C), pages 25-38.
    7. Tillmann, Peter, 2013. "Capital inflows and asset prices: Evidence from emerging Asia," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 717-729.
    8. Chiappini, Raphaël & Lahet, Delphine, 2020. "Exchange rate movements in emerging economies - Global vs regional factors in Asia," China Economic Review, Elsevier, vol. 60(C).
    9. Förster, Marcel & Jorra, Markus & Tillmann, Peter, 2014. "The dynamics of international capital flows: Results from a dynamic hierarchical factor model," Journal of International Money and Finance, Elsevier, vol. 48(PA), pages 101-124.
    10. Roy, Saktinil & Kemme, David M., 2020. "The run-up to the global financial crisis: A longer historical view of financial liberalization, capital inflows, and asset bubbles," International Review of Financial Analysis, Elsevier, vol. 69(C).
    11. Dahlhaus, Tatjana & Vasishtha, Garima, 2020. "Monetary policy news in the US: Effects on emerging market capital flows," Journal of International Money and Finance, Elsevier, vol. 109(C).
    12. Eller, Markus & Huber, Florian & Schuberth, Helene, 2020. "How important are global factors for understanding the dynamics of international capital flows?," Journal of International Money and Finance, Elsevier, vol. 109(C).
    13. Guo, Liang, 2016. "Are U.S. investors blindly chasing returns in foreign countries?," International Review of Economics & Finance, Elsevier, vol. 41(C), pages 309-334.
    14. Markus Eller & Florian Huber & Helene Schuberth, 2016. "Understanding the drivers of capital flows into the CESEE countries," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue 2, pages 79-104.
    15. Gelman, Maria & Jochem, Axel & Reitz, Stefan, 2016. "Transmission of global financial shocks to EMU member states: The role of monetary policy and national factors," Discussion Papers 23/2016, Deutsche Bundesbank.
    16. Dahlhaus, Tatjana & Vasishtha, Garima, 2021. "Reprint: Monetary policy news in the US: Effects on emerging market capital flows," Journal of International Money and Finance, Elsevier, vol. 114(C).
    17. Adler, Gustavo & Djigbenou, Marie-Louise & Sosa, Sebastian, 2016. "Global financial shocks and foreign asset repatriation: Do local investors play a stabilizing role?," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 8-28.
    18. Koepke, Robin, 2015. "What Drives Capital Flows to Emerging Markets? A Survey of the Empirical Literature," MPRA Paper 62770, University Library of Munich, Germany.
    19. Marcel Förster & Peter Tillmann, 2013. "Local Inflation: Reconsidering the International Comovement of Inflation," MAGKS Papers on Economics 201303, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    20. Binghui Wu & Tingting Duan, 2019. "Nonlinear Dynamics Characteristic of Risk Contagion in Financial Market Based on Agent Modeling and Complex Network," Complexity, Hindawi, vol. 2019, pages 1-12, June.
    21. Christian Friedrich & Pierre Guérin, 2020. "The Dynamics of Capital Flow Episodes," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(5), pages 969-1003, August.
    22. Noth, Felix & Ossandon Busch, Matias, 2021. "Banking globalization, local lending, and labor market effects: Micro-level evidence from Brazil," Journal of Financial Stability, Elsevier, vol. 56(C).
    23. Ahmet Ihsan Kaya & Lutfi Erden, 2023. "Capital‐flow volatility in emerging markets: A panel GARCH approach," International Finance, Wiley Blackwell, vol. 26(2), pages 172-188, August.
    24. Marcel Förster & Peter Tillmann, 2014. "Reconsidering the International Comovement of Inflation," Open Economies Review, Springer, vol. 25(5), pages 841-863, November.
    25. Junyi Shi, 2020. "Re-Measurement Of Short-Term International Capital Flows And Its Application: Evidence From China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 65(06), pages 1645-1665, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Burns, Andrew & Kida, Mizuho & Lim, Jamus Jerome & Mohapatra, Sanket & Stocker, Marc, 2014. "Unconventional monetary policy normalization in high-income countries : implications for emerging market capital flows and crisis risks," Policy Research Working Paper Series 6830, The World Bank.
    2. Giovanna BUA, 2016. "International Risk Taking Channel in Emerging Markets," Departmental Working Papers 2016-01, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    3. Rogelio V. Mercado, 2023. "Bilateral capital flows: Gravity, push and pull," International Finance, Wiley Blackwell, vol. 26(1), pages 36-63, April.
    4. Fuertes, Ana-Maria & Phylaktis, Kate & Yan, Cheng, 2016. "Hot money in bank credit flows to emerging markets during the banking globalization era," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 29-52.
    5. Cerutti, Eugenio & Claessens, Stijn & Puy, Damien, 2019. "Push factors and capital flows to emerging markets: why knowing your lender matters more than fundamentals," Journal of International Economics, Elsevier, vol. 119(C), pages 133-149.
    6. Calderón, César & Kubota, Megumi, 2019. "Ride the Wild Surf: An investigation of the drivers of surges in capital inflows," Journal of International Money and Finance, Elsevier, vol. 92(C), pages 112-136.
    7. Shiyi Wang, 2019. "Capital Flow Volatility: The Effects of Financial Development and Global Financial Conditions," 2019 Papers pwa945, Job Market Papers.
    8. Seung-Gwan Baek & Chi-Young Song, 2019. "What Drives Stops in Cross-Border Bond Flows?," Sustainability, MDPI, vol. 11(14), pages 1-21, July.
    9. Koepke, Robin, 2015. "What Drives Capital Flows to Emerging Markets? A Survey of the Empirical Literature," MPRA Paper 62770, University Library of Munich, Germany.
    10. Mr. John C Bluedorn & Rupa Duttagupta & Mr. Jaime Guajardo & Petia Topalova, 2013. "Capital Flows are Fickle: Anytime, Anywhere," IMF Working Papers 2013/183, International Monetary Fund.
    11. Li, Jie & Rajan, Ramkishen S., 2015. "Do capital controls make gross equity flows to emerging markets less volatile?," Journal of International Money and Finance, Elsevier, vol. 59(C), pages 220-244.
    12. Raul Ibarra & Isela-Elizabeth Tellez-Leon, 2020. "Are all types of capital flows driven by the same factors? Evidence from Mexico," Empirical Economics, Springer, vol. 59(1), pages 461-502, July.
    13. Ghosh, Atish R. & Ostry, Jonathan D. & Qureshi, Mahvash S., 2018. "Taming the Tide of Capital Flows: A Policy Guide," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262037165, December.
    14. Shirota, Toyoichiro, 2015. "What is the major determinant of cross-border banking flows?," Journal of International Money and Finance, Elsevier, vol. 53(C), pages 137-147.
    15. Opperman, Pieter & Adjasi, Charles Komla Delali, 2017. "The determinants of private capital flow volatility in Sub-Saharan African countries," Research in International Business and Finance, Elsevier, vol. 42(C), pages 312-320.
    16. Dell'Erba, Salvatore & Reinhardt, Dennis, 2015. "FDI, debt and capital controls," Journal of International Money and Finance, Elsevier, vol. 58(C), pages 29-50.
    17. Peter Montiel, 2014. "Capital Flows: Issues and Policies," Open Economies Review, Springer, vol. 25(3), pages 595-633, July.
    18. Benhima, Kenza & Cordonier, Rachel, 2022. "News, sentiment and capital flows," Journal of International Economics, Elsevier, vol. 137(C).
    19. Eller, Markus & Huber, Florian & Schuberth, Helene, 2020. "How important are global factors for understanding the dynamics of international capital flows?," Journal of International Money and Finance, Elsevier, vol. 109(C).
    20. Salvatore Dell’Erba & Dennis Reinhardt, 2011. "Surfing the Capital Waves: A sector-level examination of surges in FDI inflows," Working Papers 11.07, Swiss National Bank, Study Center Gerzensee.

    More about this item

    Keywords

    Capital flows; Dynamic hierarchical factor model; Emerging economies; Financial crises;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • F32 - International Economics - - International Finance - - - Current Account Adjustment; Short-term Capital Movements
    • C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jimfin:v:48:y:2014:i:pa:p:101-124. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30443 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.