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
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
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
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
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
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
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
Latent Class Models for Collaborative Filtering
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Dependency Networks for Collaborative Filtering and Data Visualization
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Collaborative Filtering by Personality Diagnosis: A Hybrid Memory and Model-Based Approach
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Journal of Artificial Intelligence Research
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Improving the Quality of the Personalized Electronic Program Guide
User Modeling and User-Adapted Interaction
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
ACM Transactions on Information Systems (TOIS)
A graph model for E-commerce recommender systems
Journal of the American Society for Information Science and Technology
CROC: A New Evaluation Criterion for Recommender Systems
Electronic Commerce Research
Goal-oriented methods and meta methods for document classification and their parameter tuning
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Improved recommendation systems
SODA '05 Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms
IEEE Transactions on Knowledge and Data Engineering
Collaborate with strangers to find own preferences
Proceedings of the seventeenth annual ACM symposium on Parallelism in algorithms and architectures
Scouts, promoters, and connectors: the roles of ratings in nearest neighbor collaborative filtering
EC '06 Proceedings of the 7th ACM conference on Electronic commerce
CinemaScreen Recommender Agent: Combining Collaborative and Content-Based Filtering
IEEE Intelligent Systems
Analysis of a low-dimensional linear model under recommendation attacks
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
The semantic logger: supporting service building from personal context
Proceedings of the 3rd ACM workshop on Continuous archival and retrival of personal experences
Fuzzy trust evaluation and credibility development in multi-agent systems
Applied Soft Computing
AdROSA-Adaptive personalization of web advertising
Information Sciences: an International Journal
On the enhancement of collaborative filtering by demographic data
Web Intelligence and Agent Systems
Using SVD and demographic data for the enhancement of generalized Collaborative Filtering
Information Sciences: an International Journal
Recommender systems and their impact on sales diversity
Proceedings of the 8th ACM conference on Electronic commerce
Scouts, promoters, and connectors: The roles of ratings in nearest-neighbor collaborative filtering
ACM Transactions on the Web (TWEB)
Utilizing Popularity Characteristics for Product Recommendation
International Journal of Electronic Commerce
Using hierarchical clustering for learning theontologies used in recommendation systems
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
REFEREE: an open framework for practical testing of recommender systems using ResearchIndex
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem
Information Sciences: an International Journal
Improving new user recommendations with rule-based induction on cold user data
Proceedings of the 2007 ACM conference on Recommender systems
Eigentaste 5.0: constant-time adaptability in a recommender system using item clustering
Proceedings of the 2007 ACM conference on Recommender systems
Developing recommender systems with the consideration of product profitability for sellers
Information Sciences: an International Journal
Improving Recommendation Novelty Based on Topic Taxonomy
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Information Diffusion Approach to Cold-Start Problem
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Applying Cross-Level Association Rule Mining to Cold-Start Recommendations
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
A hybrid collaborative filtering recommender system using a new similarity measure
ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
Agent clustering based on semantic negotiation
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Whom should I trust?: the impact of key figures on cold start recommendations
Proceedings of the 2008 ACM symposium on Applied computing
Collaborative filtering on streaming data with interest-drifting
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Preference networks: probabilistic models for recommendation systems
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Decision support for team staffing: An automated relational recommendation approach
Decision Support Systems
International Journal of Learning Technology
Meta methods for model sharing in personal information systems
ACM Transactions on Information Systems (TOIS)
Proceedings of the Second ACM-IEEE international symposium on Empirical software engineering and measurement
Identifying the effects of SVD and demographic data use on generalized collaborative filtering
International Journal of Computer Mathematics
The long tail of recommender systems and how to leverage it
Proceedings of the 2008 ACM conference on Recommender systems
Tied boltzmann machines for cold start recommendations
Proceedings of the 2008 ACM conference on Recommender systems
Mining recommendations from the web
Proceedings of the 2008 ACM conference on Recommender systems
Flexible recommendations over rich data
Proceedings of the 2008 ACM conference on Recommender systems
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
Key figure impact in trust-enhanced recommender systems
AI Communications - Recommender Systems
Building an expert travel agent as a software agent
Expert Systems with Applications: An International Journal
A Collaborative Approach to User Modeling for Personalized Content Recommendations
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
A semantic complement to enhance electronic market
Expert Systems with Applications: An International Journal
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Search in the mood: the information filter based on ambiguous queries
International Journal of Computer Applications in Technology
Learning preferences of new users in recommender systems: an information theoretic approach
ACM SIGKDD Explorations Newsletter
Regression-based latent factor models
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
A Fair Peer Selection Algorithm for an Ecommerce-Oriented Distributed Recommender System
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
A hybrid recommendation procedure for new items using preference boundary
Proceedings of the 11th International Conference on Electronic Commerce
Authentication Scheme Based on Trust and Clustering Using Fuzzy Control in Wireless Ad-Hoc Networks
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Evaluating Interface Variants on Personality Acquisition for Recommender Systems
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Alleviating Cold-Start Problem by Using Implicit Feedback
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Zero-data learning of new tasks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
UVA: language modeling techniques for web people search
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
A strategy-oriented operation module for recommender systems in e-commerce
AIC'09 Proceedings of the 9th WSEAS international conference on Applied informatics and communications
Improving automatic music tag annotation using stacked generalization of probabilistic SVM outputs
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A Web-Based Service for the Elicitation of Resources in the Biomedical Domain
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Pairwise preference regression for cold-start recommendation
Proceedings of the third ACM conference on Recommender systems
Personalized recommendation of social software items based on social relations
Proceedings of the third ACM conference on Recommender systems
TagiCoFi: tag informed collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Search shortcuts: a new approach to the recommendation of queries
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
Information Sciences: an International Journal
An intelligent music playlist generator based on the time parameter with artificial neural networks
Expert Systems with Applications: An International Journal
Selecting a small number of products for effective user profiling in collaborative filtering
Expert Systems with Applications: An International Journal
Employing topic models for pattern-based semantic class discovery
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
A Filtering and Recommender System Prototype for Scholarly Users of Digital Libraries
WSKS '09 Proceedings of the 2nd World Summit on the Knowledge Society: Visioning and Engineering the Knowledge Society. A Web Science Perspective
New Hybrid Recommender Approaches: An Application to Equity Funds Selection
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
A Similarity Measure for Collaborative Filtering with Implicit Feedback
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Commodity recommendations of retail business based on decisiontree induction
Expert Systems with Applications: An International Journal
Connecting content to community in social media via image content, user tags and user communication
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Qualitative analysis of user-based and item-based prediction algorithms for recommendation agents
Engineering Applications of Artificial Intelligence
fLDA: matrix factorization through latent dirichlet allocation
Proceedings of the third ACM international conference on Web search and data mining
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Short and tweet: experiments on recommending content from information streams
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A Survey of Accuracy Evaluation Metrics of Recommendation Tasks
The Journal of Machine Learning Research
The PSI3 agent recommender system
ICWE'03 Proceedings of the 2003 international conference on Web engineering
Collaborative filtering based on transitive correlations between items
ECIR'07 Proceedings of the 29th European conference on IR research
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
Photo-based user profiling for tourism recommender systems
EC-Web'07 Proceedings of the 8th international conference on E-commerce and web technologies
A recommender system with interest-drifting
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Towards a scalable kNN CF algorithm: exploring effective applications of clustering
WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
Collaborative filtering based on an iterative prediction method to alleviate the sparsity problem
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Time-evolution of IPTV recommender systems
Proceedings of the 8th international interactive conference on Interactive TV&Video
Evaluating a recommendation application for online video content: an interdisciplinary study
Proceedings of the 8th international interactive conference on Interactive TV&Video
A filtering and recommender system for e-scholars
International Journal of Technology Enhanced Learning
Social network document ranking
Proceedings of the 10th annual joint conference on Digital libraries
Social media recommendation based on people and tags
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
International Journal of Approximate Reasoning
Who is talking about what: social map-based recommendation for content-centric social websites
Proceedings of the fourth ACM conference on Recommender systems
RECON: a reciprocal recommender for online dating
Proceedings of the fourth ACM conference on Recommender systems
Evaluating the dynamic properties of recommendation algorithms
Proceedings of the fourth ACM conference on Recommender systems
Design and user issues in personality-based recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Recommending research colloquia: a study of several sources for user profiling
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Improving one-class collaborative filtering by incorporating rich user information
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Mining social tags to predict mashup patterns
SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents
Information Systems Frontiers
Layered evaluation of interactive adaptive systems: framework and formative methods
User Modeling and User-Adapted Interaction
Using external aggregate ratings for improving individual recommendations
ACM Transactions on the Web (TWEB)
A proposal for news recommendation based on clustering techniques
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
Analyzing category correlations for recommendation system
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
SCENE: a scalable two-stage personalized news recommendation system
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Functional matrix factorizations for cold-start recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Filtering semi-structured documents based on faceted feedback
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
SFViz: interest-based friends exploration and recommendation in social networks
Proceedings of the 2011 Visual Information Communication - International Symposium
miKrow: semantic intra-enterprise micro-knowledge management system
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
Multiple domain user personalization
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
A smart movie recommendation system
HI'11 Proceedings of the 2011 international conference on Human interface and the management of information - Volume Part I
Link prediction via matrix factorization
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
A scalable tag-based recommender system for new users of the social web
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Who is Doing What and When: Social Map-Based Recommendation for Content-Centric Social Web Sites
ACM Transactions on Intelligent Systems and Technology (TIST)
Hybrid recommendation based on low-dimensional augmentation of combined feature profiles
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
Yahoo! music recommendations: modeling music ratings with temporal dynamics and item taxonomy
Proceedings of the fifth ACM conference on Recommender systems
Personalized activity streams: sifting through the "river of news"
Proceedings of the fifth ACM conference on Recommender systems
A market-based approach to address the new item problem
Proceedings of the fifth ACM conference on Recommender systems
Learning with personalized recommender systems: A psychological view
Computers in Human Behavior
Discovering multirelational structure in social media streams
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Building a fuzzy trust network in unsupervised multi-agent environments
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems
A collaborative filtering approach to mitigate the new user cold start problem
Knowledge-Based Systems
A strategy-oriented operation module for recommender systems in E-commerce
Computers and Operations Research
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
Cubic analysis of social bookmarking for personalized recommendation
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Enhanced prediction algorithm for item-based collaborative filtering recommendation
EC-Web'06 Proceedings of the 7th international conference on E-Commerce and Web Technologies
Multi-relational matrix factorization using bayesian personalized ranking for social network data
Proceedings of the fifth ACM international conference on Web search and data mining
Finding the right consumer: optimizing for conversion in display advertising campaigns
Proceedings of the fifth ACM international conference on Web search and data mining
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Impact of data characteristics on recommender systems performance
ACM Transactions on Management Information Systems (TMIS)
Alleviating the sparsity problem of collaborative filtering using trust inferences
iTrust'05 Proceedings of the Third international conference on Trust Management
The state-of-the-art in personalized recommender systems for social networking
Artificial Intelligence Review
Overcoming incomplete user models in recommendation systems via an ontology
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
A movie recommendation algorithm based on genre correlations
Expert Systems with Applications: An International Journal
Measuring the validity of peer-to-peer data for information retrieval applications
Computer Networks: The International Journal of Computer and Telecommunications Networking
Using association rules to solve the cold-start problem in recommender systems
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
A recommendation system based on a subset of raters
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Investigating the influence of QoS on personal evaluation behaviour in a mobile context
Multimedia Tools and Applications
Customer relationship management and Web mining: the next frontier
Data Mining and Knowledge Discovery
ACM Transactions on Interactive Intelligent Systems (TiiS)
Google+facebook: a social-network-optimized web search approach
iUBICOM'11 Proceedings of the 6th international conference on Ubiquitous and Collaborative Computing
Recommendations based on region and spatial profiles
W2GIS'12 Proceedings of the 11th international conference on Web and Wireless Geographical Information Systems
Robust recommendations using regularized link analysis of browsing behavior graphs
SBP'12 Proceedings of the 5th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
An adaptive approach to dealing with unstable behaviour of users in collaborative filtering systems
Journal of Information Science
An implementation and evaluation of recommender systems for traveling abroad
Expert Systems with Applications: An International Journal
Collaborative user modeling for enhanced content filtering in recommender systems
Decision Support Systems
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
Neural expert networks for faster combined collaborative and content-based recommendation
Journal of Computational Methods in Sciences and Engineering
Product recommendation with temporal dynamics
Expert Systems with Applications: An International Journal
Property-based interest propagation in ontology-based user model
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Domain ranking for cross domain collaborative filtering
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Finding a needle in a haystack of reviews: cold start context-based hotel recommender system
Proceedings of the sixth ACM conference on Recommender systems
Influential seed items recommendation
Proceedings of the sixth ACM conference on Recommender systems
HeyStaks: a real-world deployment of social search
Proceedings of the sixth ACM conference on Recommender systems
Finding a needle in a haystack of reviews: cold start context-based hotel recommender system demo
Proceedings of the sixth ACM conference on Recommender systems
Context-aware mobile music recommendation for daily activities
Proceedings of the 20th ACM international conference on Multimedia
Automatic on-device filtering of social networking feeds
Proceedings of the 7th Nordic Conference on Human-Computer Interaction: Making Sense Through Design
An Adaptive Match-Making System reflecting the explicit and implicit preferences of users
Expert Systems with Applications: An International Journal
Towards a user based recommendation strategy for digital ecosystems
Knowledge-Based Systems
SPCF: a stepwise partitioning for collaborative filtering to alleviate sparsity problems
Journal of Information Science
EC-TEL'12 Proceedings of the 7th European conference on Technology Enhanced Learning
Location-based and preference-aware recommendation using sparse geo-social networking data
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
PENETRATE: Personalized news recommendation using ensemble hierarchical clustering
Expert Systems with Applications: An International Journal
News recommendation via hypergraph learning: encapsulation of user behavior and news content
Proceedings of the sixth ACM international conference on Web search and data mining
Learning multiple-question decision trees for cold-start recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
Automatic user preference elicitation for music recommendation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Granular association rule mining through parametric rough sets
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Adapting to natural rating acquisition with combined active learning strategies
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Mining Frequent Generalized Patterns for Web Personalization in the Presence of Taxonomies
International Journal of Data Warehousing and Mining
Using profile expansion techniques to alleviate the new user problem
Information Processing and Management: an International Journal
Identifying representative ratings for a new item in recommendation system
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Proceedings of the 2013 international conference on Intelligent user interfaces
Efficient multifaceted screening of job applicants
Proceedings of the 16th International Conference on Extending Database Technology
Personalized Tweet Ranking Based on AHP: A Case Study of Micro-blogging Message Ranking in T.Sina
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
An intelligent framework for e-government personalized services
Proceedings of the 14th Annual International Conference on Digital Government Research
Lattice navigation for collaborative filtering by means of (fuzzy) formal concept analysis
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Knowledge-Based Systems
Addressing cold-start in app recommendation: latent user models constructed from twitter followers
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 2013 International Conference on Software Engineering
Silence is also evidence: interpreting dwell time for recommendation from psychological perspective
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Does social contact matter?: modelling the hidden web of trust underlying twitter
Proceedings of the 22nd international conference on World Wide Web companion
Organizational overlap on social networks and its applications
Proceedings of the 22nd international conference on World Wide Web
Personalized recommendation via cross-domain triadic factorization
Proceedings of the 22nd international conference on World Wide Web
DIGTOBI: a recommendation system for Digg articles using probabilistic modeling
Proceedings of the 22nd international conference on World Wide Web
Utilizing recommender algorithms for enhanced information retrieval
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
A framework of hybrid recommender system for web personalisation
International Journal of Business Information Systems
Stigmergic agent-based adaptive content sequencing in an e-learning environment
International Journal of Advanced Intelligence Paradigms
On the potential of recommendation technologies for efficient content delivery networks
ACM SIGCOMM Computer Communication Review
Mixing bandits: a recipe for improved cold-start recommendations in a social network
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Real time bid optimization with smooth budget delivery in online advertising
Proceedings of the Seventh International Workshop on Data Mining for Online Advertising
Interactive collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Selecting content-based features for collaborative filtering recommenders
Proceedings of the 7th ACM conference on Recommender systems
Exploiting two-faceted web of trust for enhanced-quality recommendations
Expert Systems with Applications: An International Journal
Towards a journalist-based news recommendation system: The Wesomender approach
Expert Systems with Applications: An International Journal
Measuring and addressing the impact of cold start on associative tag recommenders
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Personalized news recommendation via implicit social experts
Information Sciences: an International Journal
Recommendation using textual opinions
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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
QoS-Aware scheduling in heterogeneous datacenters with paragon
ACM Transactions on Computer Systems (TOCS)
User Modeling and User-Adapted Interaction
Div-clustering: Exploring active users for social collaborative recommendation
Journal of Network and Computer Applications
Intelligent patent recommendation system for innovative design collaboration
Journal of Network and Computer Applications
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
Personalized recommendation based on review topics
Service Oriented Computing and Applications
Hi-index | 0.02 |
We have developed a method for recommending items that combines content and collaborative data under a single probabilistic framework. We benchmark our algorithm against a naïve Bayes classifier on the cold-start problem, where we wish to recommend items that no one in the community has yet rated. We systematically explore three testing methodologies using a publicly available data set, and explain how these methods apply to specific real-world applications. We advocate heuristic recommenders when benchmarking to give competent baseline performance. We introduce a new performance metric, the CROC curve, and demonstrate empirically that the various components of our testing strategy combine to obtain deeper understanding of the performance characteristics of recommender systems. Though the emphasis of our testing is on cold-start recommending, our methods for recommending and evaluation are general.