Scale-Free Law

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    Scale-Free Law - Presentation Transcript

    1. Scale Free Law: Network Science and Copyright Andrés Guadamuz González AHRC Research Centre for Studies in Intellectual Property and Technology Law
    2. Raising Leviathan? Or what do Newton, Hobbes and Smith have in common?
    3. Random social networks
    4. Scale-free social networks
    5. Distributions “ Bell” Distributions Power Law Distributions
    6. Random and scale-free networks
    7. The Internet
    8. Normal topologies
    9. Scale-free topologies
    10. Characteristics of scale-free networks
      • Connectedness: “Six degrees of separation”
      • Accumulation of links: “the rich get richer”
      • Hyper-accumulation of links: “the winner takes all”
      • Pareto distribution: 80-20 rule
      • Tipping points, cascading effects, mob behaviour
      • Robustness: resilient to random attacks
      • Potential vulnerability if super hubs are removed
    11. Six degrees of interdisciplinary collaborations
    12. Six degrees of… sexual contacts?
    13. Six degrees of… yeast proteins?
    14. Long tail economics
    15. What about copyright law?
      • Infringement liability: “Six degrees of separation”
      • Policy: Long tail economics
      • P2P enforcement: Network robustness
      • Copyright licensing: Tail-end creative works will tend to favour “open” licensing models.
    16. ISP: Six degrees of one web sites
    17. New copyright policies for the long tail
    18. P2P is good for the tail Source: David Blackburn, Online Piracy and Recorded Music Sales (2004) 165,054 133,983 99% 47,357 45,255 95% 26,934 26,531 90% 9,831 10,110 75% 2,851 2,852 50% 745 757 25% 277 281 10% 166 170 5% 70 73 1% Sales with 30% less file-sharing Actual Sales Percentile
    19. P2P network map
    20. Cascading failures
    21. Networks operate in a deterministic manner
    22. Thank you [email_address]

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