WebMate: a personal agent for browsing and searching
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Learning implicit user interest hierarchy for context in personalization
Proceedings of the 8th international conference on Intelligent user interfaces
Self-Adaptive User Profiles for Large-Scale Data Delivery
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Adaptive web search based on user profile constructed without any effort from users
Proceedings of the 13th international conference on World Wide Web
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Information Retrieval
Introduction to Information Retrieval
Maintaining dynamic channel profiles on the web
Proceedings of the VLDB Endowment
Large-scale behavioral targeting
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Enhancing cluster labeling using wikipedia
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Annotation of URLs: more than the sum of parts
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
User profiles for personalized information access
The adaptive web
Dynamic adaptation strategies for long-term and short-term user profile to personalize search
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Increasing patient safety using explanation-driven personalized content recommendation
Proceedings of the 1st ACM International Health Informatics Symposium
Like like alike: joint friendship and interest propagation in social networks
Proceedings of the 20th international conference on World wide web
Group Profiling for Understanding Social Structures
ACM Transactions on Intelligent Systems and Technology (TIST)
Retrieval models for audience selection in display advertising
Proceedings of the 20th ACM international conference on Information and knowledge management
Finding the right consumer: optimizing for conversion in display advertising campaigns
Proceedings of the fifth ACM international conference on Web search and data mining
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Coevolution of network structure and content
Proceedings of the 3rd Annual ACM Web Science Conference
"Greaaaat bargains starting from just 99p!!!! :-)": brand perception in the social media
Proceedings of the 1st international workshop on Multimodal crowd sensing
Modeling the uniqueness of the user preferences for recommendation systems
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A statistical approach to mining customers' conversational data from social media
IBM Journal of Research and Development
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In this work we present the details of a large scale user profiling framework that we developed here in IBM on top of Apache Hadoop. We address the problem of extracting and maintaining a very large number of user profiles from large scale data. We first describe an efficient user profiling framework with high user profiling quality guarantees. We then describe a scalable implementation of the proposed framework in Apache Hadoop and discuss its challenges.