{"type":"ScholarlyArticle","title":"A Group-Based Personalized Model for Image Privacy Classification and Labeling","authors":[{"name":"Haoti Zhong","slug":"haoti-zhong","given":"Haoti","family":"Zhong","affiliation":"Dept. of Electrical Eng. Pennsylvania State University"},{"name":"Anna Squicciarini","slug":"anna-squicciarini","given":"Anna","family":"Squicciarini","affiliation":"Information Sciences and Technology Pennsylvania State University"},{"name":"David Miller","slug":"david-miller","given":"David","family":"Miller","affiliation":"Dept. of Electrical Eng. Pennsylvania State University"},{"name":"Cornelia Caragea","slug":"cornelia-caragea","given":"Cornelia","family":"Caragea","affiliation":"Department of Computer Science University of North Texas"}],"abstract":"We address machine prediction of an individual's label (private or public) for a given image. This problem is difficult due to user subjectivity and inadequate labeled examples to train individual, personalized models. It is also time and space consuming to train a classifier for each user.\r\nWe propose a Group-Based Personalized Model for image privacy classification in online social media sites, which learns a set of archetypical privacy models (groups), and associates a given user with one of these groups. Our system can be used to provide accurate ``early warnings'' with respect to a user's privacy awareness level.","doi":"10.24963/ijcai.2017/552","url":"https://ijcai.org/proceedings/2017/552","pdf":"https://ijcai.org/proceedings/2017/0552.pdf","markdown":"https://ijcai.org/proceedings/2017/552.md","bibtex":"https://ijcai.org/proceedings/2017/bibtex/552","volume":{"slug":"2017","title":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2017","url":"https://ijcai.org/proceedings/2017/","year":2017,"location":"Melbourne, Australia","dates":"19-25 August 2017","editors":"Carles Sierra","isbn":"978-0-9992411-0-3","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2017"},"section":"Multidisciplinary Topics and Applications","track":"Main track","number":552,"pages":{"first":3952,"last":3958},"keywords":["Multidisciplinary Topics and Applications: AI&Security and Privacy","Multidisciplinary Topics and Applications: AI and Social Sciences"],"videos":[],"references":[{"position":1,"raw":"[Backes et al., 2014] Michael Backes, Sebastian Gerling, Stefan Lorenz, and Stephan Lukas. X-pire 2.0: A user- controlled expiration date and copy protection mechanism. In Proceedings of the 29th Annual ACM Symposium on Applied Computing, pages 1633-1640. ACM, 2014.","title":"X-pire 2.0: A usercontrolled expiration date and copy protection mechanism","authors":"Michael Backes, Sebastian Gerling, Stefan Lorenz, Stephan Lukas","year":"2014","venue":"Proceedings of the 29th Annual ACM Symposium on Applied Computing","doi":null,"url":null,"internal_url":null},{"position":2,"raw":"[Bonneau and Preibusch, 2010] Joseph Bonneau and Sören Preibusch. The privacy jungle: On the market for data protection in social networks. In Economics of informa- tion security and privacy, pages 121-167. Springer, 2010.","title":"The privacy jungle: On the market for data protection in social networks","authors":"Joseph Bonneau, Sören Preibusch","year":"2010","venue":"Economics of information security and privacy","doi":null,"url":null,"internal_url":null},{"position":3,"raw":"[Correa et al., 2010] Teresa Correa, Amber Willard Hinsley, and Homero Gil De Zuniga. Who interacts on the web?: The intersection of users personality and social media use. Computers in Human Behavior, 26(2):247-253, 2010.","title":"Who interacts on the web?: The intersection of users personality and social media use","authors":"Teresa Correa, Amber Willard Hinsley, Homero Gil, De Zuniga","year":"2010","venue":"Computers in Human Behavior","doi":null,"url":null,"internal_url":null},{"position":4,"raw":"[Jia et al., 2014] Yangqing Jia, Evan Shelhamer, Jeff Don- ahue, Sergey Karayev, Jonathan Long, Ross Girshick, Ser- gio Guadarrama, and Trevor Darrell. Caffe: Convolutional architecture for fast feature embedding. In Proc. of the ACM International Conference on Multimedia, pages 675- 678. ACM, 2014.","title":"Caffe: Convolutional architecture for fast feature embedding","authors":"Jia","year":"2014","venue":"Proc. of the ACM International Conference on Multimedia","doi":null,"url":null,"internal_url":null},{"position":5,"raw":"[Klemperer et al., 2012] Peter Klemperer, Yuan Liang, Michelle Mazurek, Manya Sleeper, Blase Ur, Lujo Bauer, Lorrie Faith Cranor, Nitin Gupta, and Michael Reiter. Tag, you can see it!: Using tags for access control in photo sharing. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pages 377-386. ACM, 2012.","title":"Tag, you can see it!: Using tags for access control in photo sharing","authors":"Peter Klemperer, Yuan Liang, Michelle Mazurek, Manya Sleeper, Blase Ur, Lujo Bauer, Lorrie Faith Cranor, Nitin Gupta, Michael Reiter","year":"2012","venue":"Proceedings of the SIGCHI Conference on Human Factors in Computing Systems","doi":null,"url":null,"internal_url":null},{"position":6,"raw":"[Lampinen et al., 2011] Airi Lampinen, Vilma Lehtinen, Asko Lehmuskallio, and Sakari Tamminen. We're in it together: interpersonal management of disclosure in so- cial network services. In Proc. of the SIGCHI conference on human factors in computing systems, pages 3217-3226. ACM, 2011.","title":"We're in it together: interpersonal management of disclosure in social network services","authors":"Lampinen","year":"2011","venue":"Proc. of the SIGCHI conference on human factors in computing systems","doi":null,"url":null,"internal_url":null},{"position":7,"raw":"[Mazzia et al., 2012] Alessandra Mazzia, Kristen LeFevre, and Eytan Adar. The pviz comprehension tool for social network privacy settings. In Proceedings of the Eighth Symposium on Usable Privacy and Security, SOUPS '12, pages 13:1-13:12, New York, NY, USA, 2012. ACM.","title":"The pviz comprehension tool for social network privacy settings","authors":"Alessandra Mazzia, Kristen Lefevre, Eytan Adar","year":"2012","venue":"Proceedings of the Eighth Symposium on Usable Privacy and Security, SOUPS '12","doi":null,"url":null,"internal_url":null},{"position":8,"raw":"[Nocedal and Wright, 2006] Jorge Nocedal and Stephen Wright. Numerical optimization. Springer Science & Business Media, 2006.","title":"Numerical optimization","authors":"Jorge Nocedal, Stephen Wright","year":"2006","venue":null,"doi":null,"url":null,"internal_url":null},{"position":9,"raw":"[Ra et al., 2013] Moo-Ryong Ra, Ramesh Govindan, and Antonio Ortega. P3: Toward privacy-preserving photo sharing. In Presented as part of the 10th USENIX Sym- posium on Networked Systems Design and Implementation (NSDI 13), pages 515-528, 2013.","title":"P3: Toward privacy-preserving photo sharing","authors":"Ra","year":"2013","venue":"Presented as part of the 10th USENIX Symposium on Networked Systems Design and Implementation (NSDI 13)","doi":null,"url":null,"internal_url":null},{"position":10,"raw":"[Razavian et al., 2014] Ali S Razavian, Hossein Azizpour, Josephine Sullivan, and Stefan Carlsson. Cnn features off-the-shelf: an astounding baseline for recognition. In Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pages 512-519. IEEE, 2014.","title":"Cnn features off-the-shelf: an astounding baseline for recognition","authors":"Hossein Ali S Razavian, Josephine Azizpour, Stefan Sullivan, Carlsson","year":"2014","venue":"Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)","doi":null,"url":null,"internal_url":null},{"position":11,"raw":"[Schein et al., 2002] Andrew I Schein, Alexandrin Popescul, Lyle H Ungar, and David M Pennock. Methods and met- rics for cold-start recommendations. In Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, pages 253-260. ACM, 2002.","title":"Methods and metrics for cold-start recommendations","authors":"Alexandrin Andrew I Schein, Lyle H Popescul, David M Ungar, Pennock","year":"2002","venue":"Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval","doi":null,"url":null,"internal_url":null},{"position":12,"raw":"[Sheehan, 2002] Kim Bartel Sheehan. Toward a typology of internet users and online privacy concerns. The Informa- tion Society, 18(1):21-32, 2002.","title":"Toward a typology of internet users and online privacy concerns","authors":"Kim Bartel, Sheehan","year":"2002","venue":"The Information Society","doi":null,"url":null,"internal_url":null},{"position":13,"raw":"[Spyromitros-Xioufis et al., 2016] Eleftherios Spyromitros- Xioufis, Georgios Petkos, Symeon Papadopoulos, Rob Heyman, and Yiannis Kompatsiaris. Perceived versus ac- tual predictability of personal information in social net- works. In International Conference on Internet Science, pages 133-147. Springer, 2016.","title":"Perceived versus actual predictability of personal information in social networks","authors":"Spyromitros-Xioufis","year":"2016","venue":"International Conference on Internet Science","doi":null,"url":null,"internal_url":null},{"position":14,"raw":"[Squicciarini et al., 2014] Anna C Squicciarini, Cornelia Caragea, and Rahul Balakavi. Analyzing images' privacy for the modern web. In Proceedings of the 25th ACM con- ference on Hypertext and social media, pages 136-147. ACM, 2014.","title":"Analyzing images' privacy for the modern web","authors":"Anna C Squicciarini, Cornelia Caragea, Rahul Balakavi","year":"2014","venue":"Proceedings of the 25th ACM conference on Hypertext and social media","doi":null,"url":null,"internal_url":null},{"position":15,"raw":"[Teow and Loe, 1997] Loo-Nin Teow and Kia-Fock Loe. An effective learning method for max-min neural networks. In IJCAI, pages 1134-1139, 1997.","title":"An effective learning method for max-min neural networks","authors":"Loe ; Loo-Nin Teow, Kia-Fock Teow, Loe","year":"1997","venue":"IJCAI","doi":null,"url":null,"internal_url":"/proceedings/1997/164"},{"position":16,"raw":"[Tierney et al., 2013] Matt Tierney, Ian Spiro, Christoph Bregler, and Lakshminarayanan Subramanian. Crypta- gram: Photo privacy for online social media. In Pro- ceedings of the first ACM conference on Online social net- works, pages 75-88. ACM, 2013.","title":"Cryptagram: Photo privacy for online social media","authors":"Matt Tierney, Ian Spiro, Christoph Bregler, Lakshminarayanan Subramanian","year":"2013","venue":"Proceedings of the first ACM conference on Online social networks","doi":null,"url":null,"internal_url":null},{"position":17,"raw":"[Tran et al., 2016] Lam Tran, Deguang Kong, Hongxia Jin, and Ji Liu. Privacy-cnh: A framework to detect photo pri- vacy with convolutional neural network using hierarchical features. AAAI 2016, 2016.","title":"Privacy-cnh: A framework to detect photo privacy with convolutional neural network using hierarchical features","authors":"Deguang Lam Tran, Hongxia Kong, Ji Jin, Liu","year":"2016","venue":"AAAI 2016","doi":null,"url":null,"internal_url":null},{"position":18,"raw":"[Wang et al., 2011a] Yang Wang, Gregory Norcie, Saranga Komanduri, Alessandro Acquisti, Pedro Giovanni Leon, and Lorrie Faith Cranor. I regretted the minute i pressed share: A qualitative study of regrets on facebook. In Proc. of the Seventh Symposium on Usable Privacy and Security, page 10. ACM, 2011.","title":"I regretted the minute i pressed share: A qualitative study of regrets on facebook","authors":"Wang","year":"2011","venue":"Proc. of the Seventh Symposium on Usable Privacy and Security","doi":null,"url":null,"internal_url":null},{"position":19,"raw":"[Wang et al., 2011b] Yang Wang, Gregory Norice, and Lor- rie Faith Cranor. Who is concerned about what? a study of american, chinese and indian users privacy concerns on social network sites. In International Conference on Trust and Trustworthy Computing, pages 146-153. Springer, 2011.","title":"Who is concerned about what? a study of american, chinese and indian users privacy concerns on social network sites","authors":"Wang","year":"2011","venue":"International Conference on Trust and Trustworthy Computing","doi":null,"url":null,"internal_url":null},{"position":20,"raw":"[Xu et al., 2012] Heng Xu, Hock-Hai Teo, Bernard CY Tan, and Ritu Agarwal. Research noteeffects of individual self- protection, industry self-regulation, and government regu- lation on privacy concerns: A study of location-based ser- vices. Information Systems Research, 23(4):1342-1363, 2012.","title":"Research noteeffects of individual selfprotection, industry self-regulation, and government regulation on privacy concerns: A study of location-based services","authors":"Heng Xu, Hock-Hai Teo, C Y Bernard, Ritu Tan, Agarwal","year":"2012","venue":"Information Systems Research","doi":null,"url":null,"internal_url":null},{"position":21,"raw":"Yu et al., ] J. Yu, D. Joshi, and J. Luo. Connecting people in photo-sharing sites by photo content and user annota- tions. In Multimedia and Expo, 2009. ICME 2009. IEEE International Conference on, pages 1464-1467.","title":"Connecting people in photo-sharing sites by photo content and user annotations","authors":"Yu","year":"2009","venue":"IEEE International Conference on","doi":null,"url":null,"internal_url":null},{"position":22,"raw":"[Zerr et al., 2012] Sergej Zerr, Stefan Siersdorfer, Jonathon Hare, and Elena Demidova. Privacy-aware image classifi- cation and search. In Proc. of the 35th international ACM SIGIR conference on Research and development in infor- mation retrieval, SIGIR '12, pages 35-44, 2012.","title":"Privacy-aware image classification and search","authors":"Sergej Zerr, Stefan Siersdorfer, Jonathon Hare, Elena Demidova","year":"2012","venue":"Proc. of the 35th international ACM SIGIR conference on Research and development in information retrieval, SIGIR '12","doi":null,"url":null,"internal_url":null}],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}