IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0091070.html
   My bibliography  Save this article

Gravity Effects on Information Filtering and Network Evolving

Author

Listed:
  • Jin-Hu Liu
  • Zi-Ke Zhang
  • Lingjiao Chen
  • Chuang Liu
  • Chengcheng Yang
  • Xueqi Wang

Abstract

In this paper, based on the gravity principle of classical physics, we propose a tunable gravity-based model, which considers tag usage pattern to weigh both the mass and distance of network nodes. We then apply this model in solving the problems of information filtering and network evolving. Experimental results on two real-world data sets, Del.icio.us and MovieLens, show that it can not only enhance the algorithmic performance, but can also better characterize the properties of real networks. This work may shed some light on the in-depth understanding of the effect of gravity model.

Suggested Citation

  • Jin-Hu Liu & Zi-Ke Zhang & Lingjiao Chen & Chuang Liu & Chengcheng Yang & Xueqi Wang, 2014. "Gravity Effects on Information Filtering and Network Evolving," PLOS ONE, Public Library of Science, vol. 9(3), pages 1-7, March.
    • Handle: RePEc:plo:pone00:0091070
    DOI: 10.1371/journal.pone.0091070
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0091070
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0091070&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0091070?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
    ---><---

    References listed on IDEAS

    as
    1. Fengzhong Wang & Kazuko Yamasaki & Shlomo Havlin & H. Eugene Stanley, 2008. "Multifactor Analysis of Multiscaling in Volatility Return Intervals," Papers 0808.3200, arXiv.org.
    2. David Karemera & Victor Iwuagwu Oguledo & Bobby Davis, 2000. "A gravity model analysis of international migration to North America," Applied Economics, Taylor & Francis Journals, vol. 32(13), pages 1745-1755.
    3. W.-S. Jung & F. Z. Wang & S. Havlin & T. Kaizoji & H.-T. Moon & H. E. Stanley, 2008. "Volatility return intervals analysis of the Japanese market," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 62(1), pages 113-119, March.
    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. Zhang, Yin & Gao, Kening & Zhang, Bin, 2015. "The concept exploration model and an application," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 421(C), pages 430-442.

    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. Mahata, Ajit & Bal, Debi Prasad & Nurujjaman, Md, 2020. "Identification of short-term and long-term time scales in stock markets and effect of structural break," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 545(C).
    2. Laila Touhami Morghem & Khawlah Ali Abdalla Spetan, 2020. "Determinants of International Migration: An Applied Study on Selected Arab Countries (1995-2017)," International Journal of Economics and Financial Issues, Econjournals, vol. 10(2), pages 6-19.
    3. de Arce, Rafael & Mahia, Ramon, 2008. "Determinants of Bilateral Immigration Flows Between The European Union and some Mediterranean Partner Countries: Algeria, Egypt, Morocco, Tunisia and Turkey," MPRA Paper 14547, University Library of Munich, Germany.
    4. Timothy Hatton, 2005. "Explaining trends in UK immigration," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(4), pages 719-740, November.
    5. Ren, Fei & Gu, Gao-Feng & Zhou, Wei-Xing, 2009. "Scaling and memory in the return intervals of realized volatility," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(22), pages 4787-4796.
    6. Ron Boschma & Simona Iammarino & Raffaele Paci & Jordy Suriñach & Raul Ramos & Jordi Suriñach, 2017. "A Gravity Model of Migration Between the ENC and the EU," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 108(1), pages 21-35, February.
    7. Richard B. Freeman, 2006. "People Flows in Globalization," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 145-170, Spring.
    8. Akee, Randall K. Q., 2007. "Who Leaves and Who Returns? Deciphering Immigrant Self-Selection from a Developing Country," IZA Discussion Papers 3268, Institute of Labor Economics (IZA).
    9. Harhoff, Dietmar & Hoisl, Karin & Reichl, Bettina & van Pottelsberghe de la Potterie, Bruno, 2009. "Patent validation at the country level--The role of fees and translation costs," Research Policy, Elsevier, vol. 38(9), pages 1423-1437, November.
    10. A. James Wynne & Chandrashekar Challa & John Palesis & Bernie Farkas, 2015. "A Conceptual Model: Impact Of Usage Of Social Media Tools To Enhance Project Management Success," Portuguese Journal of Management Studies, ISEG, Universidade de Lisboa, vol. 0(2), pages 55-72.
    11. Albert MILLOGO & Ines TROJETTE & Nicolas PÉRIDY, 2021. "Are government policies efficient to regulate immigration? Evidence from France," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 53, pages 23-49.
    12. Joan Llull, 2016. "Understanding international migration: evidence from a new dataset of bilateral stocks (1960–2000)," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 7(2), pages 221-255, June.
    13. Fourie, Johan & Santana-Gallego, María, 2011. "The impact of mega-sport events on tourist arrivals," Tourism Management, Elsevier, vol. 32(6), pages 1364-1370.
    14. Michael Clemens, 2014. "Does Development Reduce Migration? - Working Paper 359," Working Papers 359, Center for Global Development.
    15. Peter Huber & Doris A. Oberdabernig & Jesús Crespo Cuaresma & Anna Raggl, 2015. "Migration in an Ageing Europe: What are the Challenges? WWWforEurope Working Paper No. 79," WIFO Studies, WIFO, number 57886.
    16. Subrata Ghatak & Monica Ioana Pop Silaghi & Vince Daly, 2009. "Trade and migration flows between some CEE countries and the UK," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 18(1), pages 61-78.
    17. Kiyong Keum, 2010. "Tourism flows and trade theory: a panel data analysis with the gravity model," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 44(3), pages 541-557, June.
    18. Simon Winter, 2020. "“It’s the Economy, Stupid!”: On the Relative Impact of Political and Economic Determinants on Migration," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 39(2), pages 207-252, April.
    19. Richards B. Freeman, 2007. "Migracje w procesie globalizacji," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 1-2, pages 99-129.
    20. Okeke, Edward N., 2013. "Brain drain: Do economic conditions “push” doctors out of developing countries?," Social Science & Medicine, Elsevier, vol. 98(C), pages 169-178.

    More about this item

    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:plo:pone00:0091070. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.