Machine Learning
UniCast, OutCast & GroupCast: Three Steps Toward Ubiquitous, Peripheral Displays
UbiComp '01 Proceedings of the 3rd international conference on Ubiquitous Computing
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Proceedings of the 17th annual ACM symposium on User interface software and technology
Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
Auction Mechanisms for Efficient Advertisement Selection on Public Displays
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Face detection and tracking in video sequences using the modifiedcensus transformation
Image and Vision Computing
Situated public news and reminder displays
AmI'07 Proceedings of the 2007 European conference on Ambient intelligence
MobiDiC: Context Adaptive Digital Signage with Coupons
AmI '09 Proceedings of the European Conference on Ambient Intelligence
TwitterSigns: microblogging on the walls
Proceedings of the international conference on Multimedia
Requirements and design space for interactive public displays
Proceedings of the international conference on Multimedia
Audience behavior around large interactive cylindrical screens
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Context-aware web search in ubiquitous sensor environments
ACM Transactions on Internet Technology (TOIT)
Digifieds: insights into deploying digital public notice areas in the wild
Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia
How to evaluate public displays
Proceedings of the 2012 International Symposium on Pervasive Displays
Pervasive'12 Proceedings of the 10th international conference on Pervasive Computing
Beyond the channel: A literature review on ambient displays for learning
Computers & Education
Yarely: a software player for open pervasive display networks
Proceedings of the 2nd ACM International Symposium on Pervasive Displays
A Bio-chemical Approach to Awareness in Pervasive Systems
Proceedings of First International Workshop on Sensing and Big Data Mining
Convergence of interactive displays with smart mobile devices for effective advertising: A survey
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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This paper presents ReflectiveSigns, i.e. digital signage (public electronic displays) that automatically learns the audience preferences for certain content in different contexts and presents content accordingly. Initially, content (videos, images and news) are presented in a random manner. Using cameras installed on the signs, the system observes the audience and detects if someone is watching the content (via face detection). The anonymous view time duration is then stored in a central database, together with date, time and sign location. When scheduling content, the signs calculate the expected view time for each content type depending on sign location and time using a Naive Bayes classifier. Content is then selected randomly, with the probability for each content weighted by the expected view time. The system has been deployed for two months on four digital signs in a university setting using semi-realistic content & content types. We present a first evaluation of this approach that concentrates on major effects and results from interviews with 15 users.