Click Fraud Detection: Adversarial Pattern Recognition over 5 Years at Microsoft

1. Boyd, C.: IE used to launch instant messaging and questionable clicks. http://blog.spywareguide.com/2006/10/ie_used_to_launch_instant_mess.htm (2006)

2. Buchanan, B., Shortliffe, E.: Rule-Based Expert Systems. Addison-Wesley, Reading (1984)

   Google Scholar 

3. Buehrer, G., Stokes, J., Chellapilla, K.: A large-scale study of automated web search traffic. Proceedings of the Fourth International Workshop on Adversarial Information Retrieival on the Web (AIRWEB) (2008)

   Google Scholar 

4. Buehrer, G., Stokes, J., Chellapilla, K., Platt, J.: Classification of automated search traffic. In: King, I., Baeza-Yates, R. (eds.) Weaving Services and People on the World Wide Web, pp. 3–26. Springer, Berlin (2008)

   Google Scholar 

5. Bureau, I.A.: Iab/abce international spiders & bots list. http://www.iab.net/iab_products_and_industry_services/1418/spiders (2010)

6. Claburn, T.: Microsoft sues three for click fraud. InformationWeek (June 2009)

   Google Scholar 

7. Court, U.S.D.: Microsoft vs Eric Lam et. al. Civil Case Number CO 9-0815. http://graphics8.nytimes.com/packages/pdf/business/LamComplaint.pdf (2009)

8. Daswani, N., Mysen, C., Rao, V., Weis, S., Gharachorloo, K., Ghosemajumder, S.: Online advertising fraud. In: Crimeware: understanding new attacks and defenses, Chap. 11. Symantec Press (2008)

   Google Scholar 

9. Daswani, N., Stoppelman, M.: The anatomy of clickbot a. Usenix HotBots 2007 (2007)

   Google Scholar 

10. Edelman, B.: The spyware—click-fraud connection—and yahoo’s role revisited. http://www.benedelman.org/news/040406-1.html#e1 (2006)

11. Fielding, R. et al.: Hypertext transfer protocol – http/1.1. Tech. Rep. RFC 2616, Network Working Group (1999)

    Google Scholar 

12. Gandhi, M., Jakobsson, M., Ratkiewicz, J.: Badvertisements: Stealthy click-fraud with unwitting accessories. In: Online Fraud, Part I J. Digital Forensic Pract., vol. 1, Special Issue 2 (2006)

    Google Scholar 

13. Ghosemajumder, S.: Findings on invalid clicks. http://googleblog.blogspot.com/2006/03/update-lanes-gifts-v-google.html (2006)

14. Goodman, J.: Spam filtering: Text classification with an adversary (2003)

    Google Scholar 

15. Google: Google ad traffic quality resource center. http://www.google.com/adwords/adtrafficquality/ (2010)

16. Google: Google iab click measurement description of method. http://adwords.google.com/support/aw/bin/answer.py?hl=en&answer=153707 (2010)

17. Google: Google Form 10-Q Quarterly Report Pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934 (2012)

    Google Scholar 

18. Jackson, C., Barth, A., Bortz, A., Shao, W., Boneh, D.: Protecting browsers from dns rebinding attacks. Proceedings of the 14th ACM Conference on Computer and Communications Security, pp. 421–431 (2007)

    Google Scholar 

19. Jansen, B.: The comparative effectiveness of sponsored and non-sponsored results for web ecommerce queries. ACM Trans. Web 1 (2007)

    Google Scholar 

20. Jansen, B., Flaherty, T., Baeza-Yates, R., Hunter, L., Kitts, B., Murphy, J.: The components and impact of sponsored search. Computer 42, 98–101 (2009)

    Article  Google Scholar 

21. Kitts, B.: Regression trees (2000), unpublished manuscript

    Google Scholar 

22. Kitts, B.: Click fraud protector. US Patent Application, (2006)

    Google Scholar 

23. Kitts, B.: Introducing adcenter clickids. http://community.microsoftadvertising.com/blogs/advertiser/archive/2009 /06/17/introducing-adcenter-clickids.aspx. (June 2009)

24. Kitts, B., Laxminarayan, P., LeBlanc, B.: Cooperative strategies for keyword auctions. First International Conference on Internet Technologies and Applications (2005)

    Google Scholar 

25. Kitts, B., Laxminarayan, P., LeBlanc, B., Meech, R.: A formal analysis of search auctions including predictions on click fraud and bidding tactics. ACM Conference on E-Commerce Workshop on Sponsored Search (2005)

    Google Scholar 

26. Kitts, B., LeBlanc, B.: Optimal bidding on keyword auctions. Electron. Markets Int. J. Electron. Comm. Bus. Media 14 (2004)

    Google Scholar 

27. Kitts, B., LeBlanc, B., Laxminarayan, P.: Click fraud. American Society for Information Science and Technology Bulletin, pp. 20–23 (December 2006)

    Google Scholar 

28. Kitts, B., Najm, T., Burdick, B.: Identifying automated click fraud programs. US Patent Application, (2006)

    Google Scholar 

29. Leyden, J.: Botnet implicated in click fraud scam. http://www.theregister.co.uk/2006/05/15/google_adword_scam/. (May 2006)

30. Leyden, J.: Click-fraud menace spreads using IM. http://blog.spywareguide.com/2006/10/ie_used_to_launch_instant_mess.html. (Oct 2006)

31. Microsoft: Microsoft adcenter click measurement description of method. https://adcenterhelp.microsoft.com/Help.aspx?market=en-US&project=adCen ter_live_Std&querytype=topic&query=MOONSHOT_CONC_ClickMethod.htm (2009)

32. Microsoft: Microsoft Form 10-Q Quarterly Report Pursuant to Section 13 or 15(d) of the Security Exchange Act of 1934 (2010)

    Google Scholar 

33. Mungamuru, B., Garcia-Molina, H.: Managing the quality of cpc traffic. Proceedings of the 10th ACM Conference on Electronic Commerce, pp. 215–224 (2008)

    Google Scholar 

34. Mungamuru, B., Garcia-Molinja, H.: Predictive pricing and revenue sharing. Proceedings of the 4th International Workshop on Internet and Network Economics, pp. 53–60 (2008)

    Google Scholar 

35. Mungamuru, B., Weis, S.: Competition and fraud in online advertising markets. In: Tsudik, G. (ed.) Financial Cryptography and Data Security, pp. 187–191. Springer, Berlin (2008)

    Chapter  Google Scholar 

36. Mungamuru, B., Weis, S., Garcia-Molina, H.: Should ad networks bother fighting clickfraud (yes, they should.). Technical Report 2008-24, Stanford InfoLab (2008)

    Google Scholar 

37. Nielsen: Nielsen reports December U.S. search rankings. http://blog.nielsen.com/nielsenwire/online_mobile/nielsen-reports-december-u-s-search-rankings/ (2010)

38. Rey, B., Kannan, A.: Conversion rate based bid adjustment for sponsored search auctions. WWW. (April 2010)

    Google Scholar 

39. Schonfeld, E.: The evolution of click fraud: massive Chinese operation DormRing1 uncovered. http://techcrunch.com/2009/10/08/the-evolution-of-click-fraud-massive-chinese-operation-dormring1-uncovered/ (2009)

40. Weinberg, N.: Google wins click-fraud case vs auction experts. http://www.webpronews.com/topnews/2005/07/05/google-wins-clickfraud-cas e-vs-auction-experts. (July 2005)

41. Whitney, L.: Bing grabs 10 percent of search market. http://news.cnet.com/8301-10805_3-10354394-75.html. (Sept 2009)

42. Wikipedia: Cross-site request forgery. http://en.wikipedia.org/wiki/Cross-site_request_forgery (2012)

43. Woolsey, B., Schulz, M.: Credit card statistics, industry facts, debt statistics. http://www.creditcards.com/credit-card-news/credit-card-industry-facts-personal-debt-statistics-1276.php (2010)

44. Wu, G., Kitts, B.: Experimental comparison of scalable online ad serving. In: Fourteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1008–1015 (2008)

    Google Scholar 

45. Yahoo: Yahoo search marketing click measurement guidelines description of method (2009)

    Google Scholar 

46. Yahoo: Yahoo traffic quality center. http://searchmarketing.yahoo.com/trafficquality/ (2010)

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