Agents that reduce work and information overload
Communications of the ACM
Information filtering based on user behavior analysis and best match text retrieval
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Computer related risks
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
PHOAKS: a system for sharing recommendations
Communications of the ACM
STOC '97 Proceedings of the twenty-ninth annual ACM symposium on Theory of computing
Evolving a multi-agent information filtering solution in Amalthaea
AGENTS '97 Proceedings of the first international conference on Autonomous agents
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
Communications of the ACM
Horting hatches an egg: a new graph-theoretic approach to collaborative filtering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
A prototype implementation of archival Intermemory
Proceedings of the fourth ACM conference on Digital libraries
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Learning users' interests by unobtrusively observing their normal behavior
Proceedings of the 5th international conference on Intelligent user interfaces
Quality is in the eye of the beholder: meeting users' requirements for Internet quality of service
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Privacy in e-commerce: examining user scenarios and privacy preferences
Proceedings of the 1st ACM conference on Electronic commerce
Automatic personalization based on Web usage mining
Communications of the ACM
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Proceedings of the 6th international conference on Intelligent user interfaces
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
OceanStore: an architecture for global-scale persistent storage
ASPLOS IX Proceedings of the ninth international conference on Architectural support for programming languages and operating systems
Chord: A scalable peer-to-peer lookup service for internet applications
Proceedings of the 2001 conference on Applications, technologies, architectures, and protocols for computer communications
A scalable content-addressable network
Proceedings of the 2001 conference on Applications, technologies, architectures, and protocols for computer communications
Tangler: a censorship-resistant publishing system based on document entanglements
CCS '01 Proceedings of the 8th ACM conference on Computer and Communications Security
Storage management and caching in PAST, a large-scale, persistent peer-to-peer storage utility
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Wide-area cooperative storage with CFS
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Collaborative filtering with privacy via factor analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
SETI@home: an experiment in public-resource computing
Communications of the ACM
Tarzan: a peer-to-peer anonymizing network layer
Proceedings of the 9th ACM conference on Computer and communications security
Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization
Data Mining and Knowledge Discovery
Protecting Free Expression Online with Freenet
IEEE Internet Computing
IEEE Internet Computing
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Pastry: Scalable, Decentralized Object Location, and Routing for Large-Scale Peer-to-Peer Systems
Middleware '01 Proceedings of the IFIP/ACM International Conference on Distributed Systems Platforms Heidelberg
Hive: Distributed Agents for Networking Things
ASAMA '99 Proceedings of the First International Symposium on Agent Systems and Applications Third International Symposium on Mobile Agents
Collaborative Filtering with Privacy
SP '02 Proceedings of the 2002 IEEE Symposium on Security and Privacy
PAST: A Large-Scale, Persistent Peer-to-Peer Storage Utility
HOTOS '01 Proceedings of the Eighth Workshop on Hot Topics in Operating Systems
Political artifacts and personal privacy: the yenta multiagent distributed matchmaking system
Political artifacts and personal privacy: the yenta multiagent distributed matchmaking system
Publius: a robust, tamper-evident, censorship-resistant web publishing system
SSYM'00 Proceedings of the 9th conference on USENIX Security Symposium - Volume 9
A secure and optimally efficient multi-authority election scheme
EUROCRYPT'97 Proceedings of the 16th annual international conference on Theory and application of cryptographic techniques
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Preventing shilling attacks in online recommender systems
Proceedings of the 7th annual ACM international workshop on Web information and data management
When Media Gets Wise: collaborative filtering with mobile media agents
Proceedings of the 11th international conference on Intelligent user interfaces
Multicampaign Assignment Problem
IEEE Transactions on Knowledge and Data Engineering
Distributed collaborative filtering for peer-to-peer file sharing systems
Proceedings of the 2006 ACM symposium on Applied computing
A user-oriented contents recommendation system in peer-to-peer architecture
Expert Systems with Applications: An International Journal
Private distributed collaborative filtering using estimated concordance measures
Proceedings of the 2007 ACM conference on Recommender systems
Distributed collaborative filtering with domain specialization
Proceedings of the 2007 ACM conference on Recommender systems
An agent-based approach for privacy-preserving recommender systems
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
An Analysis of Interest-Community Facilitated Peer-to-Peer Search
Agents and Peer-to-Peer Computing
Distributed Collaborative Filtering for Robust Recommendations Against Shilling Attacks
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Modeling Preferences in a Distributed Recommender System
UM '07 Proceedings of the 11th international conference on User Modeling
MobHinter: epidemic collaborative filtering and self-organization in mobile ad-hoc networks
Proceedings of the 2008 ACM conference on Recommender systems
A peer-to-peer recommender system based on spontaneous affinities
ACM Transactions on Internet Technology (TOIT)
Imputed Neighborhood Based Collaborative Filtering
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Peer-to-peer algorithms for C2C communication systems
Proceedings of the 6th International Conference on Advances in Mobile Computing and Multimedia
Agents Selecting Trustworthy Recommendations in Mobile Virtual Communities
Trust in Agent Societies
Self-organizing collaborative filtering in global-scale massive multi-user virtual environments
Proceedings of the 2009 ACM symposium on Applied Computing
Collaborative filtering adapted to recommender systems of e-learning
Knowledge-Based Systems
Exam Question Recommender System
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Probabilistic Association Rules for Item-Based Recommender Systems
Proceedings of the 2008 conference on STAIRS 2008: Proceedings of the Fourth Starting AI Researchers' Symposium
Probabilistic Reinforcement Rules for Item-Based Recommender Systems
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
MUADDIB: A distributed recommender system supporting device adaptivity
ACM Transactions on Information Systems (TOIS)
Preserving privacy in collaborative filtering through distributed aggregation of offline profiles
Proceedings of the third ACM conference on Recommender systems
Delay-tolerant collaborative filtering
Proceedings of the 7th ACM international symposium on Mobility management and wireless access
Collaborative filtering using random neighbours in peer-to-peer networks
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
The design space of ubiquitous product recommendation systems
Proceedings of the 8th International Conference on Mobile and Ubiquitous Multimedia
Rush: repeated recommendations on mobile devices
Proceedings of the 15th international conference on Intelligent user interfaces
Experiments on the preference-based organization interface in recommender systems
ACM Transactions on Computer-Human Interaction (TOCHI)
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Personalized communities in a distributed recommender system
ECIR'07 Proceedings of the 29th European conference on IR research
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Error-based collaborative filtering algorithm for top-N recommendation
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
Collaborative tagging in recommender systems
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Collaborative filtering based on opportunistic information sharing in mobile ad-hoc networks
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part I
A new collaborative filtering metric that improves the behavior of recommender systems
Knowledge-Based Systems
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
The effect of sparsity on collaborative filtering metrics
ADC '09 Proceedings of the Twentieth Australasian Conference on Australasian Database - Volume 92
A lightweight privacy preserving SMS-based recommendation system for mobile users
Proceedings of the fourth ACM conference on Recommender systems
An architecture for privacy-enabled user profile portability on the web of data
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Application of random walks to decentralized recommender systems
OPODIS'10 Proceedings of the 14th international conference on Principles of distributed systems
e-learning experience using recommender systems
Proceedings of the 42nd ACM technical symposium on Computer science education
P2Prec: a P2P recommendation system for large-scale data sharing
Transactions on large-scale data- and knowledge-centered systems III
Distributed classification for pocket data mining
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
A game theoretic framework for data privacy preservation in recommender systems
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Expert Systems with Applications: An International Journal
Distributed rating prediction in user generated content streams
Proceedings of the fifth ACM conference on Recommender systems
Recommendation in the end-to-end encrypted domain
Proceedings of the 20th ACM international conference on Information and knowledge management
Extended precision quality measure for recommender systems
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
ETRICS'06 Proceedings of the 2006 international conference on Emerging Trends in Information and Communication Security
A collaborative filtering approach to mitigate the new user cold start problem
Knowledge-Based Systems
A hybrid approach for personalized recommendation of news on the Web
Expert Systems with Applications: An International Journal
The impact of data obfuscation on the accuracy of collaborative filtering
Expert Systems with Applications: An International Journal
On the value of random opinions in decentralized recommendation
DAIS'06 Proceedings of the 6th IFIP WG 6.1 international conference on Distributed Applications and Interoperable Systems
Enhanced prediction algorithm for item-based collaborative filtering recommendation
EC-Web'06 Proceedings of the 7th international conference on E-Commerce and Web Technologies
A collaborative filtering similarity measure based on singularities
Information Processing and Management: an International Journal
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
Personalization and privacy: a survey of privacy risks and remedies in personalization-based systems
User Modeling and User-Adapted Interaction
A multi-agent recommender system for supporting device adaptivity in e-Commerce
Journal of Intelligent Information Systems
RecDB: towards DBMS support for online recommender systems
PhD '12 Proceedings of the on SIGMOD/PODS 2012 PhD Symposium
A privacy-protecting architecture for collaborative filtering via forgery and suppression of ratings
DPM'11 Proceedings of the 6th international conference, and 4th international conference on Data Privacy Management and Autonomous Spontaneus Security
Proceedings of the 15th International Conference on Extending Database Technology
A framework for collaborative filtering recommender systems
Expert Systems with Applications: An International Journal
Trustworthy agent-based recommender system in a mobile p2p environment
AP2PC'08 Proceedings of the 7th international conference on Agents and Peer-to-Peer Computing
RESYGEN: A Recommendation System Generator using domain-based heuristics
Expert Systems with Applications: An International Journal
User profile generation reflecting user's temporal preference through web life-log
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
A peer-to-peer recommender system for self-emerging user communities based on gossip overlays
Journal of Computer and System Sciences
A PLA-based privacy-enhancing user modeling framework and its evaluation
User Modeling and User-Adapted Interaction
Clustering users to explain recommender systems' performance fluctuation
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Expert Systems with Applications: An International Journal
Multi-agent based middleware for protecting privacy in IPTV content recommender services
Multimedia Tools and Applications
Reliable medical recommendation systems with patient privacy
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Exploiting two-faceted web of trust for enhanced-quality recommendations
Expert Systems with Applications: An International Journal
iGSLR: personalized geo-social location recommendation: a kernel density estimation approach
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
| Hi-index | 0.03 |
Recommender systems using collaborative filtering are a popular technique for reducing information overload and finding products to purchase. One limitation of current recommenders is that they are not portable. They can only run on large computers connected to the Internet. A second limitation is that they require the user to trust the owner of the recommender with personal preference data. Personal recommenders hold the promise of delivering high quality recommendations on palmtop computers, even when disconnected from the Internet. Further, they can protect the user's privacy by storing personal information locally, or by sharing it in encrypted form. In this article we present the new PocketLens collaborative filtering algorithm along with five peer-to-peer architectures for finding neighbors. We evaluate the architectures and algorithms in a series of offline experiments. These experiments show that Pocketlens can run on connected servers, on usually connected workstations, or on occasionally connected portable devices, and produce recommendations that are as good as the best published algorithms to date.