Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Evaluating similarity measures: a large-scale study in the orkut social network
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Bigtable: a distributed storage system for structured data
OSDI '06 Proceedings of the 7th symposium on Operating systems design and implementation
Boosting video popularity through recommendation systems
Databases and Social Networks
Users' (Dis)satisfaction with the personalTV application: Combining objective and subjective data
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
Random walk based entity ranking on graph for multidimensional recommendation
Proceedings of the fifth ACM conference on Recommender systems
HealthTrust: trust-based retrieval of you tube's diabetes channels
Proceedings of the 20th ACM international conference on Information and knowledge management
GaMuSo: graph base music recommendation in a social bookmarking service
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Scenarios for collaborative architectures for monetizing broadcast archive clips
Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments
Watching user generated videos with prefetching
Image Communication
Multimedia Tools and Applications
The MARS --- a multi-agent recommendation system for games on mobile phones
KES-AMSTA'12 Proceedings of the 6th KES international conference on Agent and Multi-Agent Systems: technologies and applications
Spotting trends: the wisdom of the few
Proceedings of the sixth ACM conference on Recommender systems
Scalable similarity-based neighborhood methods with MapReduce
Proceedings of the sixth ACM conference on Recommender systems
SocialTransfer: cross-domain transfer learning from social streams for media applications
Proceedings of the 20th ACM international conference on Multimedia
Personalized video recommendation through tripartite graph propagation
Proceedings of the 20th ACM international conference on Multimedia
Scalable collaborative filtering using incremental update and local link prediction
Proceedings of the 21st ACM international conference on Information and knowledge management
Fast ALS-Based tensor factorization for context-aware recommendation from implicit feedback
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Probabilistic sequential POIs recommendation via check-in data
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Social network analysis applied to recommendation systems: alleviating the cold-user problem
UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
Context-aware item-to-item recommendation within the factorization framework
Proceedings of the 3rd Workshop on Context-awareness in Retrieval and Recommendation
Content recommendation on web portals
Communications of the ACM
The big data ecosystem at LinkedIn
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
A meteoroid on steroids: ranking media items stemming from multiple social networks
Proceedings of the 22nd international conference on World Wide Web companion
Towards next generation multimedia recommendation systems
Proceedings of the 21st ACM international conference on Multimedia
Proceedings of the 21st ACM international conference on Multimedia
To personalize or not: a risk management perspective
Proceedings of the 7th ACM conference on Recommender systems
Learning to rank recommendations with the k-order statistic loss
Proceedings of the 7th ACM conference on Recommender systems
Socially-aware video recommendation using users' profiles and crowdsourced annotations
Proceedings of the 2nd international workshop on Socially-aware multimedia
Modeling, characterizing and recommendation in multimedia web content services
Proceedings of the 19th Brazilian symposium on Multimedia and the web
MapReduce performance evaluation for knowledge-based recommendation of context-tagged photos
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Take this personally: pollution attacks on personalized services
SEC'13 Proceedings of the 22nd USENIX conference on Security
Toward a scale-out data-management middleware for low-latency enterprise computing
IBM Journal of Research and Development
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We discuss the video recommendation system in use at YouTube, the world's most popular online video community. The system recommends personalized sets of videos to users based on their activity on the site. We discuss some of the unique challenges that the system faces and how we address them. In addition, we provide details on the experimentation and evaluation framework used to test and tune new algorithms. We also present some of the findings from these experiments.