STOC '99 Proceedings of the thirty-first annual ACM symposium on Theory of computing
STOC '01 Proceedings of the thirty-third annual ACM symposium on Theory of computing
Competitive recommendation systems
STOC '02 Proceedings of the thiry-fourth annual ACM symposium on Theory of computing
Robustness Analyses of Instance-Based Collaborative Recommendation
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Some Recent Results on Data Mining and Search
MFCS '01 Proceedings of the 26th International Symposium on Mathematical Foundations of Computer Science
Pricing Agents for a Group Buying System
EurAsia-ICT '02 Proceedings of the First EurAsian Conference on Information and Communication Technology
A case for associative peer to peer overlays
ACM SIGCOMM Computer Communication Review
Convergent algorithms for collaborative filtering
Proceedings of the 4th ACM conference on Electronic commerce
Collaboration of untrusting peers with changing interests
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
Using mixture models for collaborative filtering
STOC '04 Proceedings of the thirty-sixth annual ACM symposium on Theory of computing
On the value of private information
TARK '01 Proceedings of the 8th conference on Theoretical aspects of rationality and knowledge
Collaborative recommendation: A robustness analysis
ACM Transactions on Internet Technology (TOIT)
Improved recommendation systems
SODA '05 Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms
Collaborate with strangers to find own preferences
Proceedings of the seventeenth annual ACM symposium on Parallelism in algorithms and architectures
Shuffling a stacked deck: the case for partially randomized ranking of search engine results
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Tell me who I am: an interactive recommendation system
Proceedings of the eighteenth annual ACM symposium on Parallelism in algorithms and architectures
Tensor-CUR decompositions for tensor-based data
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Associative search in peer to peer networks: Harnessing latent semantics
Computer Networks: The International Journal of Computer and Telecommunications Networking
A rigorous analysis of population stratification with limited data
SODA '07 Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms
Using mixture models for collaborative filtering
Journal of Computer and System Sciences
Collaborative Ranking: An Aggregation Algorithm for Individuals' Preference Estimation
AAIM '07 Proceedings of the 3rd international conference on Algorithmic Aspects in Information and Management
A random walk method for alleviating the sparsity problem in collaborative filtering
Proceedings of the 2008 ACM conference on Recommender systems
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Finding similar users in social networks: extended abstract
Proceedings of the twenty-first annual symposium on Parallelism in algorithms and architectures
A Survey of Accuracy Evaluation Metrics of Recommendation Tasks
The Journal of Machine Learning Research
Collaborative scoring with dishonest participants
Proceedings of the twenty-second annual ACM symposium on Parallelism in algorithms and architectures
Application of random walks to decentralized recommender systems
OPODIS'10 Proceedings of the 14th international conference on Principles of distributed systems
Recommender systems with non-binary grades
Proceedings of the twenty-third annual ACM symposium on Parallelism in algorithms and architectures
A novel protocol for communicating reputation in p2p networks
iTrust'06 Proceedings of the 4th international conference on Trust Management
The compass filter: search engine result personalization using web communities
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Improved collaborative filtering
ISAAC'11 Proceedings of the 22nd international conference on Algorithms and Computation
Is it time for a career switch?
Proceedings of the 22nd international conference on World Wide Web
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A recommendation system tracks past actions of a group of users to make recommendations to individual members of the group. The growth of computer-mediated marketing and commerce has led to increased interest in such systems.We introduce a simple analytical framework for recommendation systems, including a basis for defining the utility of such a system. We perform probabilistic analyses of algorithmic methods within this framework. These analyses yield insights into how much utility can be derived from the memory of past actions and on how this memory can be exploited.