Investigating sources of PII used in Facebook’s targeted advertising

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  • [1] Graph API: Changelog Version 3.0.

  • [2] A. Andreou G. Venkatadri O. Goga K. P. Gummadi P. Loiseau and A. Mislove. Investigating Ad Transparency Mechanisms in Social Media: A Case Study of Facebook’s Explanations. NDSS 2018.

  • [3] About Customer Match.

  • [4] About Potential Reach.

  • [5] Accessing Your Facebook Data.

  • [6] Best practices for unique identifiers.

  • [7] C. Cadwalladr and E. Graham-Harrison. Revealed: 50 million Facebook profiles harvested for Cambridge Analytica in major data breach.

  • [8] A. Datta M. C. Tschantz and A. Datta. Automated Experiments on Ad Privacy Settings: A Tale of Opacity Choice and Discrimination. PETS 2015.

  • [9] Facebook. Personal Communication.

  • [10] Facebook (Still) Letting Housing Advertisers Exclude Users by Race.

  • [11] Facebook Ads Preferences.

  • [12] Facebook Custom Audiences.

  • [13] Facebook Data Policy.

  • [14] Facebook Enabled Advertisers to Reach ‘Jew Haters’.

  • [15] Facebook Leaks Usernames User IDs and Personal Details to Advertisers.

  • [16] Facebook Lets Advertisers Exclude Users by Race.

  • [17] Facebook Messenger Chatbots Can Leak Your Private Information.

  • [18] Facebook Response to Questions from Committee on Commerce Science and Transportation.

  • [19] Facebook Turned Its Two-Factor Security ‘Feature’ Into the Worst Kind of Spam.

  • [20] Facebook adds human reviewers after ‘Jew haters’ ad scandal.

  • [21] Facebook marketing API.

  • [22] Facebook plans crackdown on ad targeting by email without consent.

  • [23] Facebook: About the delivery system: Ad auctions.

  • [24] How Facebook Figures Out Everyone You’ve Ever Met.

  • [25] How Trump Conquered Facebookâ•flWithout Russian Ads.

  • [26] Improving Enforcement and Promoting Diversity: Updates to Ads Policies and Tools.

  • [27] A. Korolova. Privacy Violations Using Microtargeted Ads: A Case Study. Journal of Privacy and Confidentiality 3(1) 2011.

  • [28] B. Krishnamurthy K. Naryshkin and C. E. Wills. Privacy leakage vs. Protection measures: the growing disconnect. IEEE W2SP 2011.

  • [29] M. Lecuyer G. Ducoffe F. Lan A. Papancea T. Petsios R. Spahn A. Chaintreau and R. Geambasu. XRay: Enhancing the Web’s Transparency with Differential Correlation. USENIX Security 2014.

  • [30] M. Lecuyer R. Spahn Y. Spiliopolous A. Chaintreau R. Geambasu and D. Hsu. Sunlight: Fine-grained Targeting Detection at Scale with Statistical Confidence. CCS 2015.

  • [31] G. Marvin. Exclusive: Facebook will no longer show audience reach estimates for Custom Audiences after vulnerability detected. 2018.

  • [32] J. Parra-Arnau J. P. Achara and C. Castelluccia. MyAd-Choices: Bringing Transparency and Control to Online Advertising. ACM TWEB 11 2017.

  • [33] Protecting Privacy with Referrers. Facebook Engineering’s Notes.

  • [34] M. Schroepfer. An Update on Our Plans to Restrict Data Access on Facebook. 2018.

  • [35] T. Speicher M. Ali G. Venkatadri F. N. Ribeiro G. Arvanitakis F. Benevenuto K. P. Gummadi P. Loiseau and A. Mislove. On the Potential for Discrimination in Online Targeted Advertising. FAT* 2018.

  • [36] C. E. Tucker. Social Networks Personalized Advertising and Privacy Controls. Journal of Marketing Research 2014.

  • [37] Target Custom Groups of Twitter Users.

  • [38] The Facebook Business Tools.

  • [39] The Facebook Companies.

  • [40] G. Venkatadri Y. Liu A. Andreou O. Goga P. Loiseau A. Mislove and K. P. Gummadi. Privacy Risks with Facebook’s PII-based Targeting: Auditing a Data Broker’s Advertising Interface. IEEE S&P 2018.

  • [41] C. E. Wills and C. Tatar. Understanding What They Do with What They Know. WPES 2012.

  • [42] What are the Facebook Products?

  • [43] What’s a Custom Audience from a Customer List?

  • [44] eyeWnder_Experiment.

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