IDEAS home Printed from https://ideas.repec.org/p/cwl/cwldpp/2309.html

Coresets for Regressions with Panel Data

Author

Abstract

This paper introduces the problem of coresets for regression problems to panel data settings. We first define coresets for several variants of regression problems with panel data and then present efficient algorithms to construct coresets of size that depend polynomially on 1/ε (where ε is the error parameter) and the number of regression parameters - independent of the number of individuals in the panel data or the time units each individual is observed for. Our approach is based on the Feldman-Langberg framework in which a key step is to upper bound the "total sensitivity" that is roughly the sum of maximum influences of all individual-time pairs taken over all possible choices of regression parameters. Empirically, we assess our approach with synthetic and real-world datasets; the coreset sizes constructed using our approach are much smaller than the full dataset and coresets indeed accelerate the running time of computing the regression objective.

Suggested Citation

  • Lingxiao Huang & K. Sudhir & Nisheeth Vishnoi, 2021. "Coresets for Regressions with Panel Data," Cowles Foundation Discussion Papers 2309, Cowles Foundation for Research in Economics, Yale University.
    • Handle: RePEc:cwl:cwldpp:2309
    as

    Download full text from publisher

    File URL: https://cowles.yale.edu/sites/default/files/files/pub/d23/d2309.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LLC, vol. 7(3), pages 281-312, September.
    Full references (including those not matched with items on IDEAS)

    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. Meng, Chang & Ghafoori, Noorulhaq, 2024. "The economic impact of terrorism in South Asia," Socio-Economic Planning Sciences, Elsevier, vol. 96(C).
    2. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    3. Martina Vukašina & Ines Kersan-Škabiæ & Edvard Orliæ, 2022. "Impact of European structural and investment funds absorption on the regional development in the EU–12 (new member states)," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 17(4), pages 857-880, December.
    4. Ding, Mingfa, 2014. "Political Connections and Stock Liquidity: Political Network, Hierarchy and Intervention," Knut Wicksell Working Paper Series 2014/7, Lund University, Knut Wicksell Centre for Financial Studies.
    5. Younes Gholizadeh, 2020. "Causality Relationship between Energy Consumption and Economic Growth in the European Union Countries," EERI Research Paper Series EERI RP 2020/12, Economics and Econometrics Research Institute (EERI), Brussels.
    6. Olaoye, Olumide O. & Zerihun, Mulatu F. & Al-Faryan, Mamdouh Abdulaziz Saleh, 2025. "Is resource endowment a trigger for conflicts in sub-Saharan Africa? Unveiling the moderating role of income inequality," Ecological Economics, Elsevier, vol. 230(C).
    7. Skare, Marinko & Gavurova, Beata & Sinkovic, Dean, 2023. "Regional aspects of financial development and renewable energy: A cross-sectional study in 214 countries," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1142-1157.
    8. Protap Kumar Ghosh & Fakarudin Kamarudin & Saira Kharuddin, 2026. "Country’s regulatory system and non-performing loans: moderating effect of country’s income level," Economic Change and Restructuring, Springer, vol. 59(2), pages 1-27, April.
    9. Augustin Chola Kazembe & Martin Kazembe Shula & Gilbert Michel Lwanga Kapwaye & Bruno Emmanuel Ongo Nkoa & Arsene Mouongue Kelly, 2026. "Leveraging remittances for economic diversification: empirical insights from sub-Saharan Africa," Future Business Journal, Springer, vol. 12(1), pages 1-21, December.
    10. Chukwuemeka Chinonso Emenekwe & Robert Ugochukwu Onyeneke & Chinedum Uzoma Nwajiuba & Ifeoma Quinette Anugwa & Obioma Uchenna Emenekwe, 2025. "Determinants of consumption-based and production-based carbon emissions," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(5), pages 10303-10339, May.
    11. Alessandro Federici & Pierluigi Montalbano, 2012. "Macroeconomic volatility, consumption behaviour and welfare: A cross-country analysis," Working Paper Series 3612, Department of Economics, University of Sussex Business School.
    12. Aynur Pala, 2014. "The Effect of Valuation Ratios, Gold Price, and Petroleum Price on Equity Returns: A Comparison of Static Panel and Quantile Regressions," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(1), pages 80-89, January.
    13. Kai Daniel Schmid & Michael Schmidt, 2012. "EMU and the Renaissance of Sovereign Credit Risk Perception," IAW Discussion Papers 87, Institut für Angewandte Wirtschaftsforschung (IAW).
    14. Gnangnon Sèna Kimm, 2017. "Empirical Evidence on the Impact of Multilateral Trade Liberalization on Domestic Trade Policy," Global Economy Journal, De Gruyter, vol. 17(3), pages 1-14, September.
    15. Hakkı Öztürk & Tolun A. Karabulut, 2018. "The Relationship between Earnings-to-Price, Current Ratio, Profit Margin and Return: An Empirical Analysis on Istanbul Stock Exchange," Accounting and Finance Research, Sciedu Press, vol. 7(1), pages 109-109, February.
    16. Kaewnern, Hathaipat & Wangkumharn, Sirikul & Deeyaonarn, Wongsathon & Yousaf, Abaid Ullah & Kongbuamai, Nattapan, 2023. "Investigating the role of research development and renewable energy on human development: An insight from the top ten human development index countries," Energy, Elsevier, vol. 262(PB).
    17. Hamid Ghazi H Sulimany, 2025. "Effect of environmental, social and governance performance on the financial reporting lag of Saudi listed companies," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-8, December.
    18. Lars P. Feld & Ekkehard A. Köhler & Julia Wolfinger, 2020. "Modeling fiscal sustainability in dynamic macro-panels with heterogeneous effects: evidence from German federal states," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 27(1), pages 215-239, February.
    19. Bergh, Andreas & Nilsson, Therese, 2010. "Good for Living? On the Relationship between Globalization and Life Expectancy," World Development, Elsevier, vol. 38(9), pages 1191-1203, September.
    20. Levi Pérez, 2013. "What drives the number of new Twitter followers? An economic note and a case study of professional soccer teams," Economics Bulletin, AccessEcon, vol. 33(3), pages 1941-1947.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:cwl:cwldpp:2309. 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: Brittany Ladd (email available below). General contact details of provider: https://edirc.repec.org/data/cowleus.html .

    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.