Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Supporting social navigation on the World Wide Web
International Journal of Human-Computer Studies - Special issue: innovative applications of the World Wide Web
WebMate: a personal agent for browsing and searching
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Information retrieval on the web
ACM Computing Surveys (CSUR)
Community-based service location
Communications of the ACM
Mind over Machine: The Power of Human Intuition and Expertise in the Era of the Computer
Mind over Machine: The Power of Human Intuition and Expertise in the Era of the Computer
An agent-based approach to knowledge management
Proceedings of the eleventh international conference on Information and knowledge management
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Efficient Adaptive-Support Association Rule Mining for Recommender Systems
Data Mining and Knowledge Discovery
Design and evaluation of a multi-agent collaborative Web mining system
Decision Support Systems - Web retrieval and mining
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Using Explicit, A Priori Contextual Knowledge in an Intelligent Web Search Agent
CONTEXT '01 Proceedings of the Third International and Interdisciplinary Conference on Modeling and Using Context
Tailoring Privacy to Users' Needs
UM '01 Proceedings of the 8th International Conference on User Modeling 2001
Complementing search engines with online web mining agents
Decision Support Systems - Special issue: Web data mining
Using web helper agent profiles in query generation
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Designing information spaces
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
A community-aware search engine
Proceedings of the 13th international conference on World Wide Web
Communications of the ACM - The disappearing computer
Exploiting Query Repetition and Regularity in an Adaptive Community-Based Web Search Engine
User Modeling and User-Adapted Interaction
Evaluating implicit measures to improve web search
ACM Transactions on Information Systems (TOIS)
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Implicit: an agent-based recommendation system for web search
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Swarm-based Sequencing Recommendations in E-learning
ISDA '05 Proceedings of the 5th International Conference on Intelligent Systems Design and Applications
Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology)
Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology)
Mobile information access: A study of emerging search behavior on the mobile Internet
ACM Transactions on the Web (TWEB)
IC-service: a service-oriented approach to the development of recommendation systems
Proceedings of the 2007 ACM symposium on Applied computing
Trust-aware recommender systems
Proceedings of the 2007 ACM conference on Recommender systems
Improving Web Service Discovery with Usage Data
IEEE Software
A model of a trust-based recommendation system on a social network
Autonomous Agents and Multi-Agent Systems
Knowledge worker intranet behaviour and usability
International Journal of Business Intelligence and Data Mining
A user browsing model to predict search engine click data from past observations.
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
User evaluation of a market-based recommender system
Autonomous Agents and Multi-Agent Systems
Global ranking by exploiting user clicks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Click-through prediction for news queries
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Effective anonymization of query logs
Proceedings of the 18th ACM conference on Information and knowledge management
Injecting purpose and trust into data anonymisation
Proceedings of the 18th ACM conference on Information and knowledge management
Agent and multi-agent applications to support distributed communities of practice: a short review
Autonomous Agents and Multi-Agent Systems
Agent-based computational investing recommender system
Proceedings of the 7th ACM conference on Recommender systems
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For people with non-ordinary interests, it is hard to search for information on the Internet because search engines are impersonalized and are more focused on "average" individuals with "standard" preferences. In order to improve web search for a community of people with similar but specific interests, we propose to use the implicit knowledge contained in the search behavior of groups of users. We developed a multi-agent recommendation system called Implicit, which supports web search for groups or communities of people. In Implicit, agents observe behavior of their users to learn about the "culture" of the community with specific interests. They facilitate sharing of knowledge about relevant links within the community by means of recommendations. The agents also recommend contacts, i.e., who in the community is the right person to ask for a specific topic. Experimental evaluation shows that Implicit improves the quality of the web search in terms of precision and recall.