Automatic text processing
Artificial intelligence (3rd ed.)
Artificial intelligence (3rd ed.)
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
An overview of data warehousing and OLAP technology
ACM SIGMOD Record
Artificial Intelligence Review - Special issue on lazy learning
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
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 Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Hancock: a language for extracting signatures from data streams
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Data mining: concepts and techniques
Data mining: concepts and techniques
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Principles of data mining
Machine Learning
Feature Selection for Knowledge Discovery and Data Mining
Feature Selection for Knowledge Discovery and Data Mining
Modern Information Retrieval
Database Management Systems
Recommendation systems: a probabilistic analysis
Journal of Computer and System Sciences - Special issue on Internet algorithms
Expert-Driven Validation of Rule-Based User Models in Personalization Applications
Data Mining and Knowledge Discovery
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
Content-Independent Task-Focused Recommendation
IEEE Internet Computing
Collaborative Filtering Using Weighted Majority Prediction Algorithms
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Multidimensional Recommender Systems: A Data Warehousing Approach
WELCOM '01 Proceedings of the Second International Workshop on Electronic Commerce
Using Sequential and Non-Sequential Patterns in Predictive Web Usage Mining Tasks
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Implicit feedback for inferring user preference: a bibliography
ACM SIGIR Forum
ACM Transactions on Information Systems (TOIS)
A Framework for the Evaluation of Session Reconstruction Heuristics in Web-Usage Analysis
INFORMS Journal on Computing
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
IEEE Transactions on Knowledge and Data Engineering
Using ubiquitous computing in interactive mobile marketing
Personal and Ubiquitous Computing
Personalized recommendation driven by information flow
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Supporting Context-Aware Media Recommendations for Smart Phones
IEEE Pervasive Computing
The semantic logger: supporting service building from personal context
Proceedings of the 3rd ACM workshop on Continuous archival and retrival of personal experences
Privacy, identity and security in ambient intelligence: a scenario analysis
Telematics and Informatics
A novel collaborative filtering-based framework for personalized services in m-commerce
Proceedings of the 16th international conference on World Wide Web
HIS-KCWater: context-aware geospatial data and service integration
Proceedings of the 2007 ACM symposium on Applied computing
User Modeling and User-Adapted Interaction
Discovering and Exploiting Causal Dependencies for Robust Mobile Context-Aware Recommenders
IEEE Transactions on Knowledge and Data Engineering
Utilizing Popularity Characteristics for Product Recommendation
International Journal of Electronic Commerce
A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem
Information Sciences: an International Journal
Leveraging aggregate ratings for better recommendations
Proceedings of the 2007 ACM conference on Recommender systems
The DYNAMOS approach to support context-aware service provisioning in mobile environments
Journal of Systems and Software
A Hybrid, Multi-dimensional Recommender for Journal Articles in a Scientific Digital Library
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
A novel collaborative filtering approach for recommending ranked items
Expert Systems with Applications: An International Journal
Intelligent interactions in email using social networks and ai
CHI '08 Extended Abstracts on Human Factors in Computing Systems
Tag-aware recommender systems by fusion of collaborative filtering algorithms
Proceedings of the 2008 ACM symposium on Applied computing
Privacy protection in context-dependent retrieval of information and multimedia
ISP'06 Proceedings of the 5th WSEAS International Conference on Information Security and Privacy
Sewnet -: a framework for creating services utilizing telecom functionality
Proceedings of the 17th international conference on World Wide Web
Improving personalized services in mobile commerce by a novel multicriteria rating approach
Proceedings of the 17th international conference on World Wide Web
Browsing databases with constraint hierarchies
Electronic Commerce Research
On the changing face of service composition in telecom
Proceedings of the 2007 Workshop on Middleware for next-generation converged networks and applications
Mediation of user models for enhanced personalization in recommender systems
User Modeling and User-Adapted Interaction
Context-Dependent User Modelling for Smart Homes
UM '07 Proceedings of the 11th international conference on User Modeling
From Web to Social Web: Discovering and Deploying User and Content Profiles
Unobtrusive Dynamic Modelling of TV Program Preferences in a Household
EUROITV '08 Proceedings of the 6th European conference on Changing Television Environments
Web Behaviormetric User Profiling Concept
EC-Web '08 Proceedings of the 9th international conference on E-Commerce and Web Technologies
kNN CF: a temporal social network
Proceedings of the 2008 ACM conference on Recommender systems
Exploiting contextual information in recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
An independent platform for the monitoring, analysis and adaptation of web sites
Proceedings of the 2008 ACM conference on Recommender systems
Navigation support for learners in informal learning environments
Proceedings of the 2008 ACM conference on Recommender systems
Gain-based selection of ambient media services in pervasive environments
Mobile Networks and Applications
Mobile push personalization and user experience
AI Communications - Recommender Systems
Dynamic gain estimation in ambient media services
SAME '08 Proceedings of the 1st ACM international workshop on Semantic ambient media experiences
Using contextual information and multidimensional approach for recommendation
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
Pervasive Web News Recommendation for Visually Impaired People
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Discovery-oriented collaborative filtering for improving user satisfaction
Proceedings of the 14th international conference on Intelligent user interfaces
A hybrid approach to item recommendation in folksonomies
Proceedings of the WSDM '09 Workshop on Exploiting Semantic Annotations in Information Retrieval
Collaborative filtering based on workflow space
Expert Systems with Applications: An International Journal
Context Dependent Movie Recommendations Using a Hierarchical Bayesian Model
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
Application of Item Response Theory to Collaborative Filtering
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
A Multi-Dimensional Paper Recommender
Proceedings of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work
A Human Activity Aware Learning Mobile Music Player
Proceedings of the 2007 conference on Advances in Ambient Intelligence
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
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)
Proceedings of the third ACM conference on Recommender systems
Context-based splitting of item ratings in collaborative filtering
Proceedings of the third ACM conference on Recommender systems
DynamicTV: a culture-aware recommender
Proceedings of the third ACM conference on Recommender systems
Experimental comparison of pre- vs. post-filtering approaches in context-aware recommender systems
Proceedings of the third ACM conference on Recommender systems
View-based recommender systems
Proceedings of the third ACM conference on Recommender systems
Applying relevant set correlation clustering to multi-criteria recommender systems
Proceedings of the third ACM conference on Recommender systems
Recommender system based on workflow
Decision Support Systems
Selecting a small number of products for effective user profiling in collaborative filtering
Expert Systems with Applications: An International Journal
A Hybrid Collaborative Filtering System for Contextual Recommendations in Social Networks
DS '09 Proceedings of the 12th International Conference on Discovery Science
Two-step recommendation based personalization for future services
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 3
On the issues of building information warehouses
Proceedings of the Third Annual ACM Bangalore Conference
A layered approach to context-dependent user modelling
ECIR'07 Proceedings of the 29th European conference on IR research
User profiling with hierarchical context: an e-Retailer case study
CONTEXT'07 Proceedings of the 6th international and interdisciplinary conference on Modeling and using context
Time filtering for better recommendations with small and sparse rating matrices
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Recommending content for ITV: what the users really want?
Proceedings of the 8th international interactive conference on Interactive TV&Video
Personalized context-aware collaborative filtering based on neural network and slope one
CDVE'09 Proceedings of the 6th international conference on Cooperative design, visualization, and engineering
Resource Allocation Policies for Personalization in Content Delivery Sites
Information Systems Research
Information Sciences: an International Journal
Global budgets for local recommendations
Proceedings of the fourth ACM conference on Recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Music recommendations with temporal context awareness
Proceedings of the fourth ACM conference on Recommender systems
Identifying and utilizing contextual data in hybrid recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Targeting more relevant, contextual recommendations by exploiting domain knowledge
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
New approaches to mood-based hybrid collaborative filtering
Proceedings of the Workshop on Context-Aware Movie Recommendation
Mining mood-specific movie similarity with matrix factorization for context-aware recommendation
Proceedings of the Workshop on Context-Aware Movie Recommendation
Putting things in context: Challenge on Context-Aware Movie Recommendation
Proceedings of the Workshop on Context-Aware Movie Recommendation
Integrating OLAP and recommender systems: an evaluation perspective
DOLAP '10 Proceedings of the ACM 13th international workshop on Data warehousing and OLAP
My personal media entertainer: context-adaptive content recommendation and delivery
Proceedings of the 2010 ACM workshop on Social, adaptive and personalized multimedia interaction and access
Information Systems Frontiers
Using external aggregate ratings for improving individual recommendations
ACM Transactions on the Web (TWEB)
A recommender system based on tag and time information for social tagging systems
Expert Systems with Applications: An International Journal
Context-aware recommendation using rough set model and collaborative filtering
Artificial Intelligence Review
Context relevance assessment for recommender systems
Proceedings of the 16th international conference on Intelligent user interfaces
Contextual recommendation based on text mining
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
REQUEST: A Query Language for Customizing Recommendations
Information Systems Research
Enabling trust-aware semantic web service selection a flexible and personalized approach
Proceedings of the 12th International Conference on Information Integration and Web-based Applications & Services
Flexible recommendation using random walks on implicit feedback graph
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Modeling multiple users' purchase over a single account for collaborative filtering
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
A framework for semantic recommendations in situational applications
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
Fast context-aware recommendations with factorization machines
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Information seeking: convergence of search, recommendations, and advertising
Communications of the ACM
A case study in a recommender system based on purchase data
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
A context-aware recommender system for M-commerce applications
AMT'11 Proceedings of the 7th international conference on Active media technology
Multi-criteria service recommendation based on user criteria preferences
Proceedings of the fifth ACM conference on Recommender systems
The effect of context-aware recommendations on customer purchasing behavior and trust
Proceedings of the fifth ACM conference on Recommender systems
Random walk based entity ranking on graph for multidimensional recommendation
Proceedings of the fifth ACM conference on Recommender systems
Matrix factorization techniques for context aware recommendation
Proceedings of the fifth ACM conference on Recommender systems
Challenge on context-aware movie recommendation: CAMRa2011
Proceedings of the fifth ACM conference on Recommender systems
Applying Multicriteria Algorithms to Restaurant Recommendation
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploiting Additional Dimensions as Virtual Items on Top-N Recommender Systems
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Expert Systems with Applications: An International Journal
Vizier: a generic and multidimensional agent-based recommendation framework
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Group recommendation in context
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Temporal rating habits: a valuable tool for rating discrimination
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
An efficient context-aware personalization technique in ubiquitous environments
Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
Measuring performance in the retail industry (position paper)
BPM'06 Proceedings of the 2006 international conference on Business Process Management Workshops
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
Incorporating context into recommender systems: an empirical comparison of context-based approaches
Electronic Commerce Research
Factorization Machines with libFM
ACM Transactions on Intelligent Systems and Technology (TIST)
Multicontext-Aware recommendation for ubiquitous commerce
ICDCIT'06 Proceedings of the Third international conference on Distributed Computing and Internet Technology
Expert Systems with Applications: An International Journal
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Learning links between a user's calendar and information needs
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Impact of implicit and explicit affective labeling on a recommender system's performance
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
A recommendation model for handling dynamics in user profile
ICDCIT'12 Proceedings of the 8th international conference on Distributed Computing and Internet Technology
A generic graph-based multidimensional recommendation framework and its implementations
Proceedings of the 21st international conference companion on World Wide Web
Towards mobile intelligence: Learning from GPS history data for collaborative recommendation
Artificial Intelligence
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
Implicit feedback techniques on recommender systems applied to electronic books
Computers in Human Behavior
Intelligent media indexing and television recommender systems
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
The relation between user intervention and user satisfaction for information recommendation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Exploiting space-time status for service recommendation
APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
Proceedings of the 15th International Conference on Extending Database Technology
Proceedings of the 6th Euro American Conference on Telematics and Information Systems
Context relevance assessment and exploitation in mobile recommender systems
Personal and Ubiquitous Computing
Explaining the user experience of recommender systems
User Modeling and User-Adapted Interaction
Discovery of Periodic Patterns in Sequence Data: A Variance-Based Approach
INFORMS Journal on Computing
TFMAP: optimizing MAP for top-n context-aware recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Detecting, acquiring and exploiting contextual information in personalized services
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
PathRank: Ranking nodes on a heterogeneous graph for flexible hybrid recommender systems
Expert Systems with Applications: An International Journal
SNOPS: a smart environment for cultural heritage applications
Proceedings of the twelfth international workshop on Web information and data management
SmarterDeals: a context-aware deal recommendation system based on the smartercontext engine
CASCON '12 Proceedings of the 2012 Conference of the Center for Advanced Studies on Collaborative Research
Polarities, axiallities and marketability of items
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Fast ALS-Based tensor factorization for context-aware recommendation from implicit feedback
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
An approach to social recommendation for context-aware mobile services
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Introduction to special section on CAMRa2010: Movie recommendation in context
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Mining contextual movie similarity with matrix factorization for context-aware recommendation
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
An effective recommendation method for cold start new users using trust and distrust networks
Information Sciences: an International Journal
Efficiently learning the preferences of people
Machine Learning
Contextual recommendations for groups
ER'12 Proceedings of the 2012 international conference on Advances in Conceptual Modeling
Adaptive Kansei Search Method Using User's Subjective Criterion Deviation
International Journal of Computer Vision and Image Processing
Advance missing data processing for collaborative filtering
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
International Journal of Mobile Human Computer Interaction
Exploiting time contexts in collaborative filtering: an item splitting approach
Proceedings of the 3rd Workshop on Context-awareness in Retrieval and Recommendation
Semantically-enhanced pre-filtering for context-aware recommender systems
Proceedings of the 3rd Workshop on Context-awareness in Retrieval and Recommendation
Context-aware item-to-item recommendation within the factorization framework
Proceedings of the 3rd Workshop on Context-awareness in Retrieval and Recommendation
Dimensions as Virtual Items: Improving the predictive ability of top-N recommender systems
Information Processing and Management: an International Journal
Location context aware collective filtering algorithm
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
Enhancing Academic Event Participation with Context-aware and Social Recommendations
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Time-aware point-of-interest recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
ACM Transactions on Interactive Intelligent Systems (TiiS)
SoCo: a social network aided context-aware recommender system
Proceedings of the 22nd international conference on World Wide Web
A personalised search approach for web service recommendation
International Journal of Ad Hoc and Ubiquitous Computing
Trust based recommendation systems
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
SMARTMUSEUM: A mobile recommender system for the Web of Data
Web Semantics: Science, Services and Agents on the World Wide Web
Improving augmented reality using recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Semantic content-based recommendation of software services using context
ACM Transactions on the Web (TWEB)
Analyzing user behavior across social sharing environments
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Analysis of a context-aware recommender system model for smart urban environment
Proceedings of International Conference on Advances in Mobile Computing & Multimedia
Multi-Criteria Recommender Systems based on Multi-Attribute Decision Making
Proceedings of International Conference on Information Integration and Web-based Applications & Services
A survey of multiple classifier systems as hybrid systems
Information Fusion
Cost-Aware Collaborative Filtering for Travel Tour Recommendations
ACM Transactions on Information Systems (TOIS)
Bias in algorithmic filtering and personalization
Ethics and Information Technology
A prediction framework based on contextual data to support Mobile Personalized Marketing
Decision Support Systems
A smart TV system with body-gesture control, tag-based rating and context-aware recommendation
Knowledge-Based Systems
Experimental evaluation of context-dependent collaborative filtering using item splitting
User Modeling and User-Adapted Interaction
Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols
User Modeling and User-Adapted Interaction
Hybreed: A software framework for developing context-aware hybrid recommender systems
User Modeling and User-Adapted Interaction
Comparing context-aware recommender systems in terms of accuracy and diversity
User Modeling and User-Adapted Interaction
Review: Mobile recommender systems in tourism
Journal of Network and Computer Applications
Ubiquitous recommender systems
Computing
Improvement quality of the recommendation system using the intrinsic context
Journal of Mobile Multimedia
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The article presents a multidimensional (MD) approach to recommender systems that can provide recommendations based on additional contextual information besides the typical information on users and items used in most of the current recommender systems. This approach supports multiple dimensions, profiling information, and hierarchical aggregation of recommendations. The article also presents a multidimensional rating estimation method capable of selecting two-dimensional segments of ratings pertinent to the recommendation context and applying standard collaborative filtering or other traditional two-dimensional rating estimation techniques to these segments. A comparison of the multidimensional and two-dimensional rating estimation approaches is made, and the tradeoffs between the two are studied. Moreover, the article introduces a combined rating estimation method, which identifies the situations where the MD approach outperforms the standard two-dimensional approach and uses the MD approach in those situations and the standard two-dimensional approach elsewhere. Finally, the article presents a pilot empirical study of the combined approach, using a multidimensional movie recommender system that was developed for implementing this approach and testing its performance.