TY - GEN
T1 - A Group-Based personalized model for image privacy classification and labeling
AU - Zhong, Haoti
AU - Squicciarini, Anna
AU - Miller, David
AU - Caragea, Cornelia
N1 - Funding Information:
Portions of Dr. Squicciarini and Caragea’s work were supported by National Science Foundation grant 1421776 and 1421970, respectively.
PY - 2017
Y1 - 2017
N2 - 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. We 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.
AB - 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. We 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.
UR - http://www.scopus.com/inward/record.url?scp=85031893415&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85031893415&partnerID=8YFLogxK
U2 - 10.24963/ijcai.2017/552
DO - 10.24963/ijcai.2017/552
M3 - Conference contribution
AN - SCOPUS:85031893415
T3 - IJCAI International Joint Conference on Artificial Intelligence
SP - 3952
EP - 3958
BT - 26th International Joint Conference on Artificial Intelligence, IJCAI 2017
A2 - Sierra, Carles
PB - International Joint Conferences on Artificial Intelligence
T2 - 26th International Joint Conference on Artificial Intelligence, IJCAI 2017
Y2 - 19 August 2017 through 25 August 2017
ER -