Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Technical Note: \cal Q-Learning
Machine Learning
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Segmentation-based modeling for advanced targeted marketing
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to Predict by the Methods of Temporal Differences
Machine Learning
A New Approach for Item Choice Recommendations
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
Empirical Comparison of Various Reinforcement Learning Strategies for Sequential Targeted Marketing
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Data-intensive analytics for predictive modeling
IBM Journal of Research and Development
A Study on the Comparison between Content-Based and Preference-Based Recommendation Systems
SKG '08 Proceedings of the 2008 Fourth International Conference on Semantics, Knowledge and Grid
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
The smart internet: transforming the web for the user
CASCON '09 Proceedings of the 2009 Conference of the Center for Advanced Studies on Collaborative Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
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Smart interactions, where web services are configured and integrated across multiple servers in order to better address the needs of the user, will be much more user-centric and responsive to user needs than current interactions. However, Smart interactions associated with decision-making tasks will specifically have to provide enhanced information or guidance linked to that task. In this paper we examine how predictive analytics can be used to provide cognitive support for smart interactions and outline a method consistent with the smart internet user model to facilitate the creation of predictive analytics components or services to support smart interactions for decision-making tasks.