Automatic text processing
A sequential algorithm for training text classifiers
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning in the presence of concept drift and hidden contexts
Machine Learning
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Learning personal preferences on online newspaper articles from user behaviors
Selected papers from the sixth international conference on World Wide Web
A personal news agent that talks, learns and explains
Proceedings of the third annual conference on Autonomous Agents
Proceedings of the seventh international conference on User modeling
UM '99 Proceedings of the seventh international conference on User modeling
A hybrid user model for news story classification
UM '99 Proceedings of the seventh international conference on User modeling
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Using Decision Trees for Agent Modeling: Improving Prediction Performance
User Modeling and User-Adapted Interaction
Machine Learning
Learning to surf: multiagent systems for adaptive web page recommendation
Learning to surf: multiagent systems for adaptive web page recommendation
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Adaptive interfaces for ubiquitous web access
Communications of the ACM - The Adaptive Web
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web
User Modeling and User-Adapted Interaction
Minimalist User Modelling in a Complex Commercial Software System
User Modeling and User-Adapted Interaction
Modeling Student Knowledge: Cognitive Tutors in High School and College
User Modeling and User-Adapted Interaction
User Modeling for Personalized City Tours
Artificial Intelligence Review
Commercial Applications of Machine Learning for Personalized Wireless Portals
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A Framework for Filtering and Packaging Hypermedia Documents
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Ubiquitous User Modeling for Situated Interaction
UM '01 Proceedings of the 8th International Conference on User Modeling 2001
Tailoring Privacy to Users' Needs
UM '01 Proceedings of the 8th International Conference on User Modeling 2001
Adaptive interfaces and agents
The human-computer interaction handbook
Personalized and Adaptive Services on Board a Car: An Application for Tourist Information
Journal of Intelligent Information Systems
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Personalised hypermedia presentation techniques for improving online customer relationships
The Knowledge Engineering Review
Preface to Special Issue on User Modeling for Web Information Retrieval
User Modeling and User-Adapted Interaction
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
IEEE Transactions on Knowledge and Data Engineering
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Adapting the interaction in a call centre system
Interacting with Computers
Web Intelligence and Agent Systems
Open user profiles for adaptive news systems: help or harm?
Proceedings of the 16th international conference on World Wide Web
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
Toward trustworthy recommender systems: An analysis of attack models and algorithm robustness
ACM Transactions on Internet Technology (TOIT)
User-model based personalized summarization
Information Processing and Management: an International Journal
User-centred versus system-centred evaluation of a personalization system
Information Processing and Management: an International Journal
Evaluation of recommender systems: A new approach
Expert Systems with Applications: An International Journal
Information Processing and Management: an International Journal
From Web to Social Web: Discovering and Deploying User and Content Profiles
News@hand: A Semantic Web Approach to Recommending News
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Explicit Dynamic User Profiles for a Collaborative Filtering Recommender System
IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence
A new approach to evaluating novel recommendations
Proceedings of the 2008 ACM conference on Recommender systems
Flexible recommendations over rich data
Proceedings of the 2008 ACM conference on Recommender systems
Gain-based selection of ambient media services in pervasive environments
Mobile Networks and Applications
Dynamic gain estimation in ambient media services
SAME '08 Proceedings of the 1st ACM international workshop on Semantic ambient media experiences
Building an expert travel agent as a software agent
Expert Systems with Applications: An International Journal
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Cross-representation mediation of user models
User Modeling and User-Adapted Interaction
Interpreting the layout of web pages
Proceedings of the 20th ACM conference on Hypertext and hypermedia
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Capturing user intent for information retrieval
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Review: Personalizing recommendations for tourists
Telematics and Informatics
A framework for human-centered provisioning of ambient media services
Multimedia Tools and Applications
MUADDIB: A distributed recommender system supporting device adaptivity
ACM Transactions on Information Systems (TOIS)
Stacking recommendation engines with additional meta-features
Proceedings of the third ACM conference on Recommender systems
A unified approach to building hybrid recommender systems
Proceedings of the third ACM conference on Recommender systems
Getting recommender systems to think outside the box
Proceedings of the third ACM conference on Recommender systems
Incremental Personalised Summarisation with Novelty Detection
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Personalized news recommendation based on click behavior
Proceedings of the 15th international conference on Intelligent user interfaces
Personalised news and scientific literature aggregation
Information Processing and Management: an International Journal
The adaptive web
The adaptive web
Hybrid web recommender systems
The adaptive web
The adaptive web
Affective user modeling for adaptive intelligent user interfaces
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: intelligent multimodal interaction environments
Filtering of web recommendation lists using positive and negative usage patterns
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Answer-set programming based dynamic user modeling for recommender systems
EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence
On a probabilistic combination of prediction sources
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
User attitudes towards news content personalization
International Journal of Human-Computer Studies
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
International Journal of Approximate Reasoning
Enhanced vector space models for content-based recommender systems
Proceedings of the fourth ACM conference on Recommender systems
User preferences discovery using fuzzy models
Fuzzy Sets and Systems
Accelerated Learning of User Profiles
Management Science
Learning to model relatedness for news recommendation
Proceedings of the 20th international conference on World wide web
News personalization using the CF-IDF semantic recommender
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
An agent for versatile intelligence analysis system
Intelligent Decision Technologies - Special issue on knowledge-based environments and services in human-computer interaction
Information seeking: convergence of search, recommendations, and advertising
Communications of the ACM
Hybrid algorithms for recommending new items
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
DC proposal: model for news filtering with named entities
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
Semantic search in the World News domain using automatically extracted metadata files
Knowledge-Based Systems
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
Evaluation of a system for personalized summarization of web contents
UM'05 Proceedings of the 10th international conference on User Modeling
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Proceedings of the 21st international conference companion on World Wide Web
Multimedia Tools and Applications
Intelligent Decision Technologies - Special issue on Multimedia/Multimodal Human-Computer Interaction in Knowledge-based Environments
Personalized news recommendation: a review and an experimental investigation
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
From popularity to personality: a heuristic music recommendation method for niche market
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Social media-driven news personalization
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
Pareto-efficient hybridization for multi-objective recommender systems
Proceedings of the sixth ACM conference on Recommender systems
Assessing user-specific difficulty of documents
Information Processing and Management: an International Journal
An Enhanced Semantic Layer for Hybrid Recommender Systems: Application to News Recommendation
International Journal on Semantic Web & Information Systems
Knowledge-Based Systems
Exploiting content relevance and social relevance for personalized ad recommendation on internet TV
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Workshop and challenge on news recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Graph based techniques for user personalization of news streams
Proceedings of the 6th ACM India Computing Convention
A survey on concept drift adaptation
ACM Computing Surveys (CSUR)
SADINA: Adaptive System for Academic News Dissemination
Proceedings of International Conference on Information Integration and Web-based Applications & Services
A survey of multiple classifier systems as hybrid systems
Information Fusion
Proceedings of the 7th ACM international conference on Web search and data mining
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Cloud based real-time collaborative filtering for item-item recommendations
Computers in Industry
Comparing context-aware recommender systems in terms of accuracy and diversity
User Modeling and User-Adapted Interaction
Statistical user model supported by R-Tree structure
Applied Intelligence
Hi-index | 0.02 |
We present a framework for adaptive news access, based on machine learning techniques specifically designed for this task. First, we focus on the system's general functionality and system architecture. We then describe the interface and design of two deployed news agents that are part of the described architecture. While the first agent provides personalized news through a web-based interface, the second system is geared towards wireless information devices such as PDAs (personal digital assistants) and cell phones. Based on implicit and explicit user feedback, our agents use a machine learning algorithm to induce individual user models. Motivated by general shortcomings of other user modeling systems for Information Retrieval applications, as well as the specific requirements of news classification, we propose the induction of hybrid user models that consist of separate models for short-term and long-term interests. Furthermore, we illustrate how the described algorithm can be used to address an important issue that has thus far received little attention in the Information Retrieval community: a user's information need changes as a direct result of interaction with information. We empirically evaluate the system's performance based on data collected from regular system users. The goal of the evaluation is not only to understand the performance contributions of the algorithm's individual components, but also to assess the overall utility of the proposed user modeling techniques from a user perspective. Our results provide empirical evidence for the utility of the hybrid user model, and suggest that effective personalization can be achieved without requiring any extra effort from the user.