An algorithmic framework for performing collaborative filtering

Authors:
Jonathan L. Herlocker;Joseph A. Konstan;Al Borchers;John Riedl
Affiliations:
Dept. of Computer Science and Engineering, University of Minnesota;Dept. of Computer Science and Engineering, University of Minnesota;Dept. of Computer Science and Engineering, University of Minnesota;Dept. of Computer Science and Engineering, University of Minnesota
Venue:
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Year:
1999

Citing 19
Cited 574

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Using filtering agents to improve prediction quality in the GroupLens research collaborative filtering system

CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
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AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Information Retrieval

Information Retrieval
Learning Collaborative Information Filters

ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Visualizing the non-visual: spatial analysis and interaction with information from text documents

INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Empirical analysis of predictive algorithms for collaborative filtering

UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence

SWAMI (poster session): a framework for collaborative filtering algorithm development and evaluation

SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Agglomerative clustering of a search engine query log

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Analysis of recommendation algorithms for e-commerce

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CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
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Proceedings of the 10th international conference on World Wide Web
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E-Commerce Recommendation Applications

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Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization

Data Mining and Knowledge Discovery
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An Empirical Analysis of Design Choices in Neighborhood-Based Collaborative Filtering Algorithms

Information Retrieval
Generic User Modeling Systems

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
User Modeling for Personalized City Tours

Artificial Intelligence Review
MovieLens unplugged: experiences with an occasionally connected recommender system

Proceedings of the 8th international conference on Intelligent user interfaces
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Journal of Intelligent Information Systems
Content-Independent Task-Focused Recommendation

IEEE Internet Computing
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IEEE Internet Computing
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CHI '01 Extended Abstracts on Human Factors in Computing Systems
A Taxonomy of Recommender Agents on theInternet

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Learning What People (Don't) Want

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Series of Dynamic Targeted Recommendations

EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
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Data Mining Support for Case-Based Collaborative Recommendation

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Similarity of personal preferences: theoretical foundations and empirical analysis

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Mining customer product ratings for personalized marketing

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References

Designing information spaces
Privacy-Preserving Collaborative Filtering Using Randomized Perturbation Techniques

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Similarity-based clustering of Web transactions

Proceedings of the 2003 ACM symposium on Applied computing
Probabilistic Memory-Based Collaborative Filtering

IEEE Transactions on Knowledge and Data Engineering
Collaborative filtering with decoupled models for preferences and ratings

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
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)
Latent semantic models for collaborative filtering

ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms

ACM Transactions on Information Systems (TOIS)
A comparison of several predictive algorithms for collaborative filtering on multi-valued ratings

Proceedings of the 2004 ACM symposium on Applied computing
An iterative rating method: application to web-based conference management

Proceedings of the 2004 ACM symposium on Applied computing
Inference of recommendation information on the internet using improved FAM

Future Generation Computer Systems - Special issue: Modeling and simulation in supercomputing and telecommunications
Link fusion: a unified link analysis framework for multi-type interrelated data objects

Proceedings of the 13th international conference on World Wide Web
Shilling recommender systems for fun and profit

Proceedings of the 13th international conference on World Wide Web
Adaptive web search based on user profile constructed without any effort from users

Proceedings of the 13th international conference on World Wide Web
SNACK: incorporating social network information in automated collaborative filtering

EC '04 Proceedings of the 5th ACM conference on Electronic commerce
Utility-based neighbourhood formation for efficient and robust collaborative filtering

EC '04 Proceedings of the 5th ACM conference on Electronic commerce
User Involvement in Automatic Filtering: An Experimental Study

User Modeling and User-Adapted Interaction
Enhancing digital libraries with TechLens+

Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
An automatic weighting scheme for collaborative filtering

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
PocketLens: Toward a personal recommender system

ACM Transactions on Information Systems (TOIS)
Mining Skewed and Sparse Transaction Data for Personalized Shopping Recommendation

Machine Learning
An Evaluation of Neighbourhood Formation on the Performance of Collaborative Filtering

Artificial Intelligence Review
Probabilistic Model Estimation for Collaborative Filtering Based on Items Attributes

WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
CROC: A New Evaluation Criterion for Recommender Systems

Electronic Commerce Research
Collaborative recommendation: A robustness analysis

ACM Transactions on Internet Technology (TOIT)
Taxonomy-driven computation of product recommendations

Proceedings of the thirteenth ACM international conference on Information and knowledge management
Scale and Translation Invariant Collaborative Filtering Systems

Information Retrieval
Collaborative Filtering Using a Regression-Based Approach

Knowledge and Information Systems
A personalized collaborative digital library environment: a model and an application

Information Processing and Management: an International Journal - Special issue: An Asian digital libraries perspective
Incorporating contextual information in recommender systems using a multidimensional approach

ACM Transactions on Information Systems (TOIS)
Exploiting Query Repetition and Regularity in an Adaptive Community-Based Web Search Engine

User Modeling and User-Adapted Interaction
Improving recommendation lists through topic diversification

WWW '05 Proceedings of the 14th international conference on World Wide Web
CubeSVD: a novel approach to personalized Web search

WWW '05 Proceedings of the 14th international conference on World Wide Web
Video recommendations for the open video project

Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
SVD-based collaborative filtering with privacy

Proceedings of the 2005 ACM symposium on Applied computing
Incremental collaborative filtering for mobile devices

Proceedings of the 2005 ACM symposium on Applied computing
Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions

IEEE Transactions on Knowledge and Data Engineering
Scalable collaborative filtering using cluster-based smoothing

Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
SimFusion: measuring similarity using unified relationship matrix

Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Feature-based recommendation system

Proceedings of the 14th ACM international conference on Information and knowledge management
Segment-Based Injection Attacks against Collaborative Filtering Recommender Systems

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Detecting noise in recommender system databases

Proceedings of the 11th international conference on Intelligent user interfaces
Presence based collaborative recommender for networked audiovisual displays

Proceedings of the 11th international conference on Intelligent user interfaces
Multicampaign Assignment Problem

IEEE Transactions on Knowledge and Data Engineering
An approach for combining content-based and collaborative filters

AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11
Accounting for taste: using profile similarity to improve recommender systems

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Being accurate is not enough: how accuracy metrics have hurt recommender systems

CHI '06 Extended Abstracts on Human Factors in Computing Systems
Scalable strong consistency for web applications

Proceedings of the 11th workshop on ACM SIGOPS European workshop
Scouts, promoters, and connectors: the roles of ratings in nearest neighbor collaborative filtering

EC '06 Proceedings of the 7th ACM conference on Electronic commerce
A privacy-preserving collaborative filtering scheme with two-way communication

EC '06 Proceedings of the 7th ACM conference on Electronic commerce
Retroactive answering of search queries

Proceedings of the 15th international conference on World Wide Web
A study of mixture models for collaborative filtering

Information Retrieval
Induction of compact decision trees for personalized recommendation

Proceedings of the 2006 ACM symposium on Applied computing
Latent semantic analysis for multiple-type interrelated data objects

SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Unifying user-based and item-based collaborative filtering approaches by similarity fusion

SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
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
Naïve filterbots for robust cold-start recommendations

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering task-oriented usage pattern for web recommendation

ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
A new approach for combining content-based and collaborative filters

Journal of Intelligent Information Systems
Supporting Context-Aware Media Recommendations for Smart Phones

IEEE Pervasive Computing
Don't look stupid: avoiding pitfalls when recommending research papers

CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
SuggestBot: using intelligent task routing to help people find work in wikipedia

Proceedings of the 12th international conference on Intelligent user interfaces
Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors

Interacting with Computers
DCFLA: A distributed collaborative-filtering neighbor-locating algorithm

Information Sciences: an International Journal
Investigating interactions of trust and interest similarity

Decision Support Systems
A flexible method for software effort estimation by analogy

Empirical Software Engineering
A cognitive approach for agent-based personalized recommendation

Knowledge-Based Systems
On the enhancement of collaborative filtering by demographic data

Web Intelligence and Agent Systems
PolyLens: a recommender system for groups of users

ECSCW'01 Proceedings of the seventh conference on European Conference on Computer Supported Cooperative Work
Effects of inconsistently masked data using RPT on CF with privacy

Proceedings of the 2007 ACM symposium on Applied computing
A user-oriented contents recommendation system in peer-to-peer architecture

Expert Systems with Applications: An International Journal
iShakti--Crossing the Digital Divide in Rural India

WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Scouts, promoters, and connectors: The roles of ratings in nearest-neighbor collaborative filtering

ACM Transactions on the Web (TWEB)
Recommenders in a personalized, collaborative digital library environment

Journal of Intelligent Information Systems
A content-collaborative recommender that exploits WordNet-based user profiles for neighborhood formation

User Modeling and User-Adapted Interaction
Attacks and Remedies in Collaborative Recommendation

IEEE Intelligent Systems
Attacking Recommender Systems: A Cost-Benefit Analysis

IEEE Intelligent Systems
A similarity-based method for retrieving documents from the SCI/SSCI database

Journal of Information Science
Effective missing data prediction for collaborative filtering

SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient bayesian hierarchical user modeling for recommendation system

SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Similarity Measure and Instance Selection for Collaborative Filtering

International Journal of Electronic Commerce
Toward trustworthy recommender systems: An analysis of attack models and algorithm robustness

ACM Transactions on Internet Technology (TOIT)
Modeling relationships at multiple scales to improve accuracy of large recommender systems

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A framework for simultaneous co-clustering and learning from complex data

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A learning framework using Green's function and kernel regularization with application to recommender system

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Applying collaborative filtering techniques to movie search for better ranking and browsing

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Using hierarchical clustering for learning theontologies used in recommendation systems

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Using position, fonts and cited references to retrieve scientific documents

Journal of Information Science
Does a one-size recommendation system fit all? the effectiveness of collaborative filtering based recommendation systems across different domains and search modes

ACM Transactions on Information Systems (TOIS)
Improving the prediction performance of customer behavior through multiple imputation

Intelligent Data Analysis
Private distributed collaborative filtering using estimated concordance measures

Proceedings of the 2007 ACM conference on Recommender systems
Enhancing privacy and preserving accuracy of a distributed collaborative filtering

Proceedings of the 2007 ACM conference on Recommender systems
Distributed collaborative filtering with domain specialization

Proceedings of the 2007 ACM conference on Recommender systems
A recursive prediction algorithm for collaborative filtering recommender systems

Proceedings of the 2007 ACM conference on Recommender systems
Robustness of collaborative recommendation based on association rule mining

Proceedings of the 2007 ACM conference on Recommender systems
Usage-based web recommendations: a reinforcement learning approach

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
Shine: search heterogeneous interrelated entities

Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Developing recommender systems with the consideration of product profitability for sellers

Information Sciences: an International Journal
A group recommendation system with consideration of interactions among group members

Expert Systems with Applications: An International Journal
Ontology-based approach to adaptation

CompSysTech '07 Proceedings of the 2007 international conference on Computer systems and technologies
Collaborative recommender systems: Combining effectiveness and efficiency

Expert Systems with Applications: An International Journal
A novel collaborative filtering approach for recommending ranked items

Expert Systems with Applications: An International Journal
Lessons from the Netflix prize challenge

ACM SIGKDD Explorations Newsletter - Special issue on visual analytics
Addressing cold-start problem in recommendation systems

Proceedings of the 2nd international conference on Ubiquitous information management and communication
Agent-based collaborative filtering based on fuzzy recommendations

International Journal of Web Engineering and Technology
Unified relevance models for rating prediction in collaborative filtering

ACM Transactions on Information Systems (TOIS)
The effect of correlation coefficients on communities of recommenders

Proceedings of the 2008 ACM symposium on Applied computing
E-learner community exploiting based on collaboration filtering

AIC'06 Proceedings of the 6th WSEAS International Conference on Applied Informatics and Communications
Website browsing aid: A navigation graph-based recommendation system

Decision Support Systems
A semantic-expansion approach to personalized knowledge recommendation

Decision Support Systems
A collaborative filtering-based approach to personalized document clustering

Decision Support Systems
Decision support for team staffing: An automated relational recommendation approach

Decision Support Systems
Mediation of user models for enhanced personalization in recommender systems

User Modeling and User-Adapted Interaction
Evaluation of recommender systems: A new approach

Expert Systems with Applications: An International Journal
Optimizing query rewrites for keyword-based advertising

Proceedings of the 9th ACM conference on Electronic commerce
A collaborative filtering framework based on both local user similarity and global user similarity

Machine Learning
Using error-correcting dependencies for collaborative filtering

Data & Knowledge Engineering
Probabilistic relevance ranking for collaborative filtering

Information Retrieval
Factorization meets the neighborhood: a multifaceted collaborative filtering model

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Improving Social Filtering Techniques Through WordNet-Based User Profiles

UM '07 Proceedings of the 11th international conference on User Modeling
Cross-Domain Mediation in Collaborative Filtering

UM '07 Proceedings of the 11th international conference on User Modeling
A Case-Based Framework for Collaborative Semantic Search in Knowledge Sifter

ICCBR '07 Proceedings of the 7th international conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Locally Adaptive Neighborhood Selection for Collaborative Filtering Recommendations

AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Using Collaborative Models to Adaptively Predict Visitor Locations in Museums

AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Accuracy in Rating and Recommending Item Features

AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A Comparison of Different Rating Based Collaborative Filtering Algorithms

KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Learning Bidirectional Similarity for Collaborative Filtering

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Collaborative Information Filtering: A Review and an Educational Application

International Journal of Artificial Intelligence in Education
Boosting collaborative filtering based on statistical prediction errors

Proceedings of the 2008 ACM conference on Recommender systems
Social ranking: uncovering relevant content using tag-based recommender systems

Proceedings of the 2008 ACM conference on Recommender systems
Recommending topics for self-descriptions in online user profiles

Proceedings of the 2008 ACM conference on Recommender systems
Flexible recommendations over rich data

Proceedings of the 2008 ACM conference on Recommender systems
kNN CF: a temporal social network

Proceedings of the 2008 ACM conference on Recommender systems
Prototyping recommender systems in jcolibri

Proceedings of the 2008 ACM conference on Recommender systems
Recommending scientific articles using citeulike

Proceedings of the 2008 ACM conference on Recommender systems
A novel particle swarm optimization for multiple campaigns assignment problem

CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
SoRec: social recommendation using probabilistic matrix factorization

Proceedings of the 17th ACM conference on Information and knowledge management
Re-considering neighborhood-based collaborative filtering parameters in the context of new data

Proceedings of the 17th ACM conference on Information and knowledge management
On exploiting classification taxonomies in recommender systems

AI Communications - Recommender Systems
Using interest and transition models to predict visitor locations in museums

AI Communications - Recommender Systems
The task of guiding in adaptive recommender systems

Expert Systems with Applications: An International Journal
A Collaborative Filtering Algorithm Based on Global and Domain Authorities

ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Context Model Based CF Using HMM for Improved Recommendation

PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
Collaborative web search: a robustness analysis

Artificial Intelligence Review
Improving Prediction Quality in Collaborative Filtering Based on Clustering

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A Graph-Based Method for Combining Collaborative and Content-Based Filtering

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Multidimensional credibility model for neighbor selection in collaborative recommendation

Expert Systems with Applications: An International Journal
Cross-representation mediation of user models

User Modeling and User-Adapted Interaction
Case-studies on exploiting explicit customer requirements in recommender systems

User Modeling and User-Adapted Interaction
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Proceedings of the 2009 workshop on Web Search Click Data
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The slashdot zoo: mining a social network with negative edges

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BCS-HCI '07 Proceedings of the 21st British HCI Group Annual Conference on People and Computers: HCI...but not as we know it - Volume 1
Mean-Variance Analysis: A New Document Ranking Theory in Information Retrieval

ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Research on personalized recommendation based on web usage mining using collaborative filtering technique

WSEAS Transactions on Information Science and Applications
Learning preferences of new users in recommender systems: an information theoretic approach

ACM SIGKDD Explorations Newsletter
P2P case storage and retrieval with an unspecified ontology

Artificial Intelligence Review
Multi-instance genetic programming for web index recommendation

Expert Systems with Applications: An International Journal
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SUITE '09 Proceedings of the 2009 ICSE Workshop on Search-Driven Development-Users, Infrastructure, Tools and Evaluation
Regression-based latent factor models

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
User model on a key

Proceedings of the 20th ACM conference on Hypertext and hypermedia
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Privacy, Security, and Trust in KDD
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ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
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Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
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Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Managing uncertainty in group recommending processes

User Modeling and User-Adapted Interaction
On social networks and collaborative recommendation

Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Learning to recommend with social trust ensemble

Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Extracting customer knowledge from online consumer reviews: a collaborative-filtering-based opinion sentence identification approach

Proceedings of the 11th International Conference on Electronic Commerce
Overcoming small-size training set problem in content-based recommendation: a collaboration-based training set expansion approach

Proceedings of the 11th International Conference on Electronic Commerce
Trust and nuanced profile similarity in online social networks

ACM Transactions on the Web (TWEB)
Mixed collaborative and content-based filtering with user-contributed semantic features

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Model-based collaborative filtering as a defense against profile injection attacks

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Relevance feedback models for recommendation

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Non-intrusive Personalisation of the Museum Experience

UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Assessing the Impact of Measurement Uncertainty on User Models in Spatial Domains

UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
ISeller: A Flexible Personalization Infrastructure for e-Commerce Applications

EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Capturing Social Networking Privacy Preferences

PETS '09 Proceedings of the 9th International Symposium on Privacy Enhancing Technologies
Alternative Formulas for Rating Prediction Using Collaborative Filtering

ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Learning to Disambiguate Search Queries from Short Sessions

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Recommender systems: attack types and strategies

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Influences of customer preference development on the effectiveness of recommendation strategies

Electronic Commerce Research and Applications
Item selection strategies for collaborative filtering

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Personalization of tagging systems

Information Processing and Management: an International Journal
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WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Real-Time Collaborative Filtering Using Extreme Learning Machine

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Zero-Sum Reward and Punishment Collaborative Filtering Recommendation Algorithm

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Leveraging Users for Efficient Interruption Management in Agent-User Systems

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Collaborative prediction and ranking with non-random missing data

Proceedings of the third ACM conference on Recommender systems
Pairwise preference regression for cold-start recommendation

Proceedings of the third ACM conference on Recommender systems
TagiCoFi: tag informed collaborative filtering

Proceedings of the third ACM conference on Recommender systems
Increasing engagement through early recommender intervention

Proceedings of the third ACM conference on Recommender systems
Stacking recommendation engines with additional meta-features

Proceedings of the third ACM conference on Recommender systems
Exploiting user similarity based on rated-item pools for improved user-based collaborative filtering

Proceedings of the third ACM conference on Recommender systems
Preserving privacy in collaborative filtering through distributed aggregation of offline profiles

Proceedings of the third ACM conference on Recommender systems
Manipulation-resistant collaborative filtering systems

Proceedings of the third ACM conference on Recommender systems
Personalised and dynamic trust in social networks

Proceedings of the third ACM conference on Recommender systems
A partial-order based active cache for recommender systems

Proceedings of the third ACM conference on Recommender systems
Measuring predictive capability in collaborative filtering

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
Leveraging data about users in general in the learning of individual user models

IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Factor in the neighbors: Scalable and accurate collaborative filtering

ACM Transactions on Knowledge Discovery from Data (TKDD)
Integrating knowledge flow mining and collaborative filtering to support document recommendation

Journal of Systems and Software
Effective page recommendation algorithms based on distributed learning automata and weighted association rules

Expert Systems with Applications: An International Journal
Semi-nonnegative matrix factorization with global statistical consistency for collaborative filtering

Proceedings of the 18th ACM conference on Information and knowledge management
A social recommendation framework based on multi-scale continuous conditional random fields

Proceedings of the 18th ACM conference on Information and knowledge management
Spatial processes for recommender systems

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Including item characteristics in the probabilistic latent semantic analysis model for collaborative filtering

AI Communications
Improving a multi-objective multipopulation artificial immune network for biclustering

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Recommender System for Music CDs Using a Graph Partitioning Method

KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Vocabulary Learning Environment with Collaborative Filtering for Support of Self-regulated Learning

KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Language Models of Collaborative Filtering

AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
A Hybrid Collaborative Filtering System for Contextual Recommendations in Social Networks

DS '09 Proceedings of the 12th International Conference on Discovery Science
Using Keyword-Based Approaches to Adaptively Predict Interest in Museum Exhibits

AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Fine-Grained Recommendation Systems for Service Attribute Exchange

ICSOC-ServiceWave '09 Proceedings of the 7th International Joint Conference on Service-Oriented Computing
A brief survey of computational approaches in social computing

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Qualitative analysis of user-based and item-based prediction algorithms for recommendation agents

Engineering Applications of Artificial Intelligence
Weighted class based hybrid algorithm for top-N recommender systems

AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Music recommendation based on acoustic features and user access patterns

IEEE Transactions on Audio, Speech, and Language Processing
A survey of collaborative filtering techniques

Advances in Artificial Intelligence
Connection network and optimization of interest metric for one-to-one marketing

GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Interfaces for eliciting new user preferences in recommender systems

UM'03 Proceedings of the 9th international conference on User modeling
Mining the customer's up-to-moment preferences for e-commerce recommendation

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Collaborative filtering based on transitive correlations between items

ECIR'07 Proceedings of the 29th European conference on IR research
Collaborative filtering with the simple Bayesian classifier

PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Data mining for web personalization

The adaptive web
Generic user modeling systems

The adaptive web
Collaborative filtering recommender systems

The adaptive web
Hybrid web recommender systems

The adaptive web
Incorporating cultural representations of features into audio music similarity estimation

IEEE Transactions on Audio, Speech, and Language Processing
New theoretical findings in multiple personalized recommendations

Proceedings of the 2010 ACM Symposium on Applied Computing
A collaborative recommender system based on asymmetric user similarity

IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Impact of relevance measures on the robustness and accuracy of collaborative filtering

EC-Web'07 Proceedings of the 8th international conference on E-commerce and web technologies
Nearest-biclusters collaborative filtering with constant values

WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
A random-walk based scoring algorithm applied to recommender engines

WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
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
Detecting profile injection attacks in collaborative filtering: a classification-based approach

WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
Real-world mood-based music recommendation

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
On a probabilistic combination of prediction sources

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
The role of user mood in movie recommendations

Expert Systems with Applications: An International Journal
Source credibility model for neighbor selection in collaborative web content recommendation

APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Moment similarity of random variables to solve cold-start problems in collaborative filtering

IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
A recommender system based on multi-features

ICCSA'07 Proceedings of the 2007 international conference on Computational science and Its applications - Volume Part II
Implicit culture for information agents

Intelligent information agents
Time-evolution of IPTV recommender systems

Proceedings of the 8th international interactive conference on Interactive TV&Video
Implicit user credibility extraction for reputation rating mechanism in B2C e-commerce

International Journal of Intelligent Information and Database Systems
A new collaborative filtering metric that improves the behavior of recommender systems

Knowledge-Based Systems
Combining content-based and collaborative recommendations: A hybrid approach based on Bayesian networks

International Journal of Approximate Reasoning
SCOAL: A framework for simultaneous co-clustering and learning from complex data

ACM Transactions on Knowledge Discovery from Data (TKDD)
A hybrid content-based and item-based collaborative filtering approach to recommend TV programs enhanced with singular value decomposition

Information Sciences: an International Journal
On the stability of recommendation algorithms

Proceedings of the fourth ACM conference on Recommender systems
Optimizing multiple objectives in collaborative filtering

Proceedings of the fourth ACM conference on Recommender systems
Recommender algorithms in activity motivating games

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
Personalizing the settings for Cf-based recommender systems

Proceedings of the fourth ACM conference on Recommender systems
List-wise learning to rank with matrix factorization for collaborative filtering

Proceedings of the fourth ACM conference on Recommender systems
Nantonac collaborative filtering: a model-based approach

Proceedings of the fourth ACM conference on Recommender systems
Increasing consumers' understanding of recommender results: a preference-based hybrid algorithm with strong explanatory power

Proceedings of the fourth ACM conference on Recommender systems
Social navigation for the spoken web

Proceedings of the fourth ACM conference on Recommender systems
Towards location-based social networking services

Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
A study of heterogeneity in recommendations for a social music service

Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Improving the effectiveness of collaborative recommendation with ontology-based user profiles

Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Mining mood-specific movie similarity with matrix factorization for context-aware recommendation

Proceedings of the Workshop on Context-Aware Movie Recommendation
Incorporating social networks and user opinions for collaborative recommendation: local trust network based method

Proceedings of the Workshop on Context-Aware Movie Recommendation
Hybrid tag recommendation for social annotation systems

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Recommendation based on object typicality

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Music recommendation by unified hypergraph: combining social media information and music content

Proceedings of the international conference on Multimedia
Dependable filtering: Philosophy and realizations

ACM Transactions on Information Systems (TOIS)
Automatic news recommendations via profiling

Proceedings of the 3rd international workshop on Automated information extraction in media production
Connecting with the collective: self-contained reranking for collaborative recommendation

Proceedings of the 1st ACM international workshop on Connected multimedia
Enhancing group recommendation by incorporating social relationship interactions

Proceedings of the 16th ACM international conference on Supporting group work
Smart e-learning using recommender system

ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
From netflix to heart attacks: collaborative filtering in medical datasets

Proceedings of the 1st ACM International Health Informatics Symposium
Multi-criteria retrieval in cultural heritage recommendation systems

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Categorizing user interests in recommender systems

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Overlay management for fully distributed user-based collaborative filtering

EuroPar'10 Proceedings of the 16th international Euro-Par conference on Parallel processing: Part I
E-Learning personalization based on hybrid recommendation strategy and learning style identification

Computers & Education
Comparison of collaborative filtering algorithms: Limitations of current techniques and proposals for scalable, high-performance recommender systems

ACM Transactions on the Web (TWEB)
Collaborative filtering by sequential user-item co-cluster extraction from rectangular relational data

International Journal of Knowledge Engineering and Soft Data Paradigms
CMAP: effective fusion of quality and relevance for multi-criteria recommendation

Proceedings of the fourth ACM international conference on Web search and data mining
Context-aware recommendation using rough set model and collaborative filtering

Artificial Intelligence Review
A probabilistic approach to semantic collaborative filtering using world knowledge

Journal of Information Science
Application of random walks to decentralized recommender systems

OPODIS'10 Proceedings of the 14th international conference on Principles of distributed systems
Reexamination on potential for personalization in web search

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Learning to recommend with explicit and implicit social relations

ACM Transactions on Intelligent Systems and Technology (TIST)
Improving Recommender Systems by Incorporating Social Contextual Information

ACM Transactions on Information Systems (TOIS)
RecLab: a system for eCommerce recommender research with real data, context and feedback

Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
An IPC-based vector space model for patent retrieval

Information Processing and Management: an International Journal
Analyzing category correlations for recommendation system

Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Learning bidirectional asymmetric similarity for collaborative filtering via matrix factorization

Data Mining and Knowledge Discovery
Design and evaluation of a command recommendation system for software applications

ACM Transactions on Computer-Human Interaction (TOCHI)
Application of context-aware and personalized recommendation to implement an adaptive ubiquitous learning system

Expert Systems with Applications: An International Journal
Comparative evaluation of recommender system quality

CHI '11 Extended Abstracts on Human Factors in Computing Systems
A recommender system framework combining neural networks & collaborative filtering

IMCAS'06 Proceedings of the 5th WSEAS international conference on Instrumentation, measurement, circuits and systems
Collaborative error-reflected models for cold-start recommender systems

Decision Support Systems
Performance improvement in collaborative recommendation using multi-layer perceptron

ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Dynamic updating of online recommender systems via feed-forward controllers

Proceedings of the 6th International Symposium on Software Engineering for Adaptive and Self-Managing Systems
Adaptive personalized recommendation based on adaptive learning

Neurocomputing
Recommender systems by means of information retrieval

Proceedings of the International Conference on Web Intelligence, Mining and Semantics
Personalised rating prediction for new users using latent factor models

Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Text retrieval methods for item ranking in collaborative filtering

ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A source independent framework for research paper recommendation

Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Exploiting geographical influence for collaborative point-of-interest recommendation

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Utilizing marginal net utility for recommendation in e-commerce

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Collaborative topic modeling for recommending scientific articles

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Localized factor models for multi-context recommendation

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
I want to answer; who has a question?: Yahoo! answers recommender system

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Recipe recommendation: accuracy and reasoning

UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Tags as bridges between domains: improving recommendation with tag-induced cross-domain collaborative filtering

UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Social TV: The impact of social awareness on content navigation within IPTV systems

Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
Personalized emotional prediction method for real-life objects based on collaborative filtering

EPCE'11 Proceedings of the 9th international conference on Engineering psychology and cognitive ergonomics
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
Using rich social media information for music recommendation via hypergraph model

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Generalization of recommender systems: Collaborative filtering extended to groups of users and restricted to groups of items

Expert Systems with Applications: An International Journal
Learning multiple models for exploiting predictive heterogeneity in recommender systems

Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Experience Discovery: hybrid recommendation of student activities using social network data

Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Predicting the performance of recommender systems: an information theoretic approach

ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Enhanced information retrieval using domain-specific recommender models

ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Collaborative filtering for predicting users' potential preferences

KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Product recommendation and rating prediction based on multi-modal social networks

Proceedings of the fifth ACM conference on Recommender systems
Rating: how difficult is it?

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
MyMediaLite: a free recommender system library

Proceedings of the fifth ACM conference on Recommender systems
Towards a more realistic evaluation: testing the ability to predict future tastes of matrix factorization-based recommenders

Proceedings of the fifth ACM conference on Recommender systems
Commenders: A recommendation procedure for online book communities

Electronic Commerce Research and Applications
A hybrid recommender system for the selective dissemination of research resources in a Technology Transfer Office

Information Sciences: an International Journal
Pistis: A Privacy-Preserving Content Recommender System for Online Social Communities

WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Collaborative filtering based on significances

Information Sciences: an International Journal
Learning with personalized recommender systems: A psychological view

Computers in Human Behavior
Recommendation agent impact on consumer online shopping: The Movie Magic case study

Expert Systems with Applications: An International Journal
Fusing Recommendations for Social Bookmarking Web Sites

International Journal of Electronic Commerce
Social and behavioural media access

SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Preference-inconsistent recommendations: An effective approach for reducing confirmation bias and stimulating divergent thinking?

Computers & Education
A new criteria for selecting neighborhood in memory-based recommender systems

CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Personalised search-a hybrid approach for web information retrieval and its evaluation

International Journal of Knowledge and Web Intelligence
ROAuth: recommendation based open authorization

Proceedings of the Seventh Symposium on Usable Privacy and Security
A similarity reinforcement algorithm for heterogeneous web pages

APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
IWWS: a reliability-based WWW collaborative recommender system

APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Temporal rating habits: a valuable tool for rating discrimination

Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Collaborative filtering for recommendation using neural networks

ICCSA'05 Proceedings of the 2005 international conference on Computational Science and its Applications - Volume Part I
Achieving private recommendations using randomized response techniques

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Evaluation of attribute-aware recommender system algorithms on data with varying characteristics

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Privacy-preserving collaborative filtering on vertically partitioned data

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Towards user profiling for web recommendation

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
An effective recommendation algorithm for clustering-based recommender systems

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Mission-based navigational behaviour modeling for web recommender systems

WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Collaborative quality filtering: establishing consensus or recovering ground truth?

WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Cross-technique mediation of user models

AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Using quantitative association rules in collaborative filtering

WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Arbitrarily distributed data-based recommendations with privacy

Data & Knowledge Engineering
The impact of data obfuscation on the accuracy of collaborative filtering

Expert Systems with Applications: An International Journal
Improving re-ranking of search results using collaborative filtering

AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
A web recommendation technique based on probabilistic latent semantic analysis

WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Adaptive user profile model and collaborative filtering for personalized news

APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Optimizing collaborative filtering by interpolating the individual and group behaviors

APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
A straw shows which way the wind blows: ranking potentially popular items from early votes

Proceedings of the fifth ACM international conference on Web search and data mining
Interest-based real-time content recommendation in online social communities

Knowledge-Based Systems
Hybrid music filtering for recommendation based ubiquitous computing environment

RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Goal-driven collaborative filtering – a directional error based approach

ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
A novel multi-agent community building scheme based on collaboration filtering

ICWL'05 Proceedings of the 4th international conference on Advances in Web-Based Learning
An adaptive spreading activation scheme for performing more effective collaborative recommendation

DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Movies recommenders systems: automation of the information and evaluation phases in a multi-criteria decision-making process

DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Ubiquitous user modeling in recommender systems

UM'05 Proceedings of the 10th international conference on User Modeling
Using latent class models for neighbors selection in collaborative filtering

ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Incremental collaborative filtering for highly-scalable recommendation algorithms

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Semi-sparse algorithm based on multi-layer optimization for recommendation system

Proceedings of the 2012 International Workshop on Programming Models and Applications for Multicores and Manycores
Intelligent techniques for web personalization

ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Hybrid systems for personalized recommendations

ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Collaborative filtering using associative neural memory

ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Scaling down candidate sets based on the temporal feature of items for improved hybrid recommendations

ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
ACP2P: agent community based peer-to-peer information retrieval

AP2PC'04 Proceedings of the Third international conference on Agents and Peer-to-Peer Computing
A simple word trigger method for social tag suggestion

EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A symbolic hybrid approach to face the new user problem in recommender systems

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Mining the real-time web: A novel approach to product recommendation

Knowledge-Based Systems
A collaborative filtering similarity measure based on singularities

Information Processing and Management: an International Journal
Cluster ensembles in collaborative filtering recommendation

Applied Soft Computing
Collaborative inference of sentiments from texts

UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Advanced recommendation models for mobile tourist information

ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
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
Context-Aware collaborative filtering system: predicting the user's preference in the ubiquitous computing environment

LoCA'05 Proceedings of the First international conference on Location- and Context-Awareness
Combining demographic data with collaborative filtering for automatic music recommendation

KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
A methodology for predicting agent behavior by the use of data mining techniques

AIS-ADM 2005 Proceedings of the 2005 international conference on Autonomous Intelligent Systems: agents and Data Mining
Unifying and targeting cultural activities via events modelling and profiling

Multimedia Tools and Applications
Analysis and detection of segment-focused attacks against collaborative recommendation

WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Towards a knowledge ecosystem

EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks
Emergent semantics in knowledge sifter: an evolutionary search agent based on semantic web services

Journal on Data Semantics VI
Resource recommendation in social annotation systems: A linear-weighted hybrid approach

Journal of Computer and System Sciences
A movie recommendation algorithm based on genre correlations

Expert Systems with Applications: An International Journal
A latent model for collaborative filtering

International Journal of Approximate Reasoning
Wavelet-Based collaborative filtering for adapting changes in user behavior

ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
Probabilistic user modeling in the presence of drifting concepts

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Which App? A recommender system of applications in markets: Implementation of the service for monitoring users' interaction

Expert Systems with Applications: An International Journal
A cost-sensitive technique for positive-example learning supporting content-based product recommendations in B-to-C e-commerce

Decision Support Systems
A user-item relevance model for log-based collaborative filtering

ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
A levelwise spectral co-clustering algorithm for collaborative filtering

Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
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
A resource recommendation method based on user taste diffusion model in folksonomies

KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Towards mobile intelligence: Learning from GPS history data for collaborative recommendation

Artificial Intelligence
Discovery of Web user communities and their role in personalization

User Modeling and User-Adapted Interaction
Recommender systems: from algorithms to user experience

User Modeling and User-Adapted Interaction
Collaborative recommendations with content-based filters for cultural activities via a scalable event distribution platform

Multimedia Tools and Applications
A multi-agent recommender system for supporting device adaptivity in e-Commerce

Journal of Intelligent Information Systems
Using past-prediction accuracy in recommender systems

Information Sciences: an International Journal
The design space of opinion measurement interfaces: exploring recall support for rating and ranking

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Intelligent media indexing and television recommender systems

FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
Analyzing weighting schemes in collaborative filtering: cold start, post cold start and power users

Proceedings of the 27th Annual ACM Symposium on Applied Computing
A common neighbour based two-way collaborative recommendation method

Proceedings of the 27th Annual ACM Symposium on Applied Computing
Stochastic search for global neighbors selection in collaborative filtering

Proceedings of the 27th Annual ACM Symposium on Applied Computing
Harnessing geo-tagged resources for Web personalization

Proceedings of the 27th Annual ACM Symposium on Applied Computing
Mining same-taste users with common preference patterns for ubiquitous exhibition navigation

ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
RecStore: an extensible and adaptive framework for online recommender queries inside the database engine

Proceedings of the 15th International Conference on Extending Database Technology
User profiling vs. accuracy in recommender system user experience

Proceedings of the International Working Conference on Advanced Visual Interfaces
Data sparsity: a key disadvantage of user-based collaborative filtering?

APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Improving recommendation based on features' co-occurrence effects in collaborative tagging systems

APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Vector space model for patent documents with hierarchical class labels

Journal of Information Science
A framework for collaborative filtering recommender systems

Expert Systems with Applications: An International Journal
A group recommendation system for online communities

International Journal of Information Management: The Journal for Information Professionals
A probabilistic graphical model for topic and preference discovery on social media

Neurocomputing
Efficient personalized pagerank with accuracy assurance

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
RecMax: exploiting recommender systems for fun and profit

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A mobile 3D-GIS hybrid recommender system for tourism

Information Sciences: an International Journal
Adaptive diversification of recommendation results via latent factor portfolio

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Personalized click shaping through lagrangian duality for online recommendation

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
A three-phase method for patent classification

Information Processing and Management: an International Journal
Context determines content: an approach to resource recommendation in folksonomies

Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
High quality recommendations for small communities: the case of a regional parent network

Proceedings of the sixth ACM conference on Recommender systems
A multivariate correlation distance for vector spaces

SISAP'12 Proceedings of the 5th international conference on Similarity Search and Applications
Stability of Recommendation Algorithms

ACM Transactions on Information Systems (TOIS)
PathRank: Ranking nodes on a heterogeneous graph for flexible hybrid recommender systems

Expert Systems with Applications: An International Journal
Smoothing approach to alleviate the meager rating problem in collaborative recommender systems

Future Generation Computer Systems
Document recommendations based on knowledge flows: A hybrid of personalized and group-based approaches

Journal of the American Society for Information Science and Technology
Clustering transactions with an unbalanced hierarchical product structure

DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Physical Activity Motivating Games: Be Active and Get Your Own Reward

ACM Transactions on Computer-Human Interaction (TOCHI)
Sequential selection of correlated ads by POMDPs

Proceedings of the 21st ACM international conference on Information and knowledge management
A decentralized recommender system for effective web credibility assessment

Proceedings of the 21st ACM international conference on Information and knowledge management
iTravel: A recommender system in mobile peer-to-peer environment

Journal of Systems and Software
A comparative study of heterogeneous item recommendations in social systems

Information Sciences: an International Journal
Leveraging tagging for neighborhood-aware probabilistic matrix factorization

Proceedings of the 21st ACM international conference on Information and knowledge management
Representative reviewers for Internet social media

Expert Systems with Applications: An International Journal
Measuring the coverage and redundancy of information search services on e-commerce platforms

Electronic Commerce Research and Applications
Business Intelligence and Analytics: Research Directions

ACM Transactions on Management Information Systems (TMIS)
Pools, clubs and security: designing for a party not a person

Proceedings of the 2012 workshop on New security paradigms
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
Location-based and preference-aware recommendation using sparse geo-social networking data

Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Like-Minded communities: bringing the familiarity and similarity together

WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Personal classification space-based collaborative filtering algorithms

International Journal of Computer Applications in Technology
App recommendation: a contest between satisfaction and temptation

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
Unifying rating-oriented and ranking-oriented collaborative filtering for improved recommendation

Information Sciences: an International Journal
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
Social filtering using social relationship for movie recommendation

ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
A Resource Recommendation Method Based on User Taste Diffusion Model in Folksonomies

International Journal of Knowledge and Systems Science
Combining social information for academic networking

Proceedings of the 2013 conference on Computer supported cooperative work
A group recommender for movies based on content similarity and popularity

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
Automatic news recommendations via aggregated profiling

Multimedia Tools and Applications
Identifying Influential Taggers in Trust-Aware Recommender Systems

ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Tag Based Recommender System for Social Bookmarking Sites

ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
An Improved Model of Trust-aware Recommender Systems Using Distrust Metric

ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Semi-metric Networks for Recommender Systems

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
A comparison of clustering-based privacy-preserving collaborative filtering schemes

Applied Soft Computing
A hybrid fuzzy-based personalized recommender system for telecom products/services

Information Sciences: an International Journal
Exploiting potential citation papers in scholarly paper recommendation

Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Improving collaborative filtering-based recommender systems results using Pareto dominance

Information Sciences: an International Journal
Users segmentations for recommendation

Proceedings of the 28th Annual ACM Symposium on Applied Computing
A hidden Markov model for collaborative filtering

MIS Quarterly
Recommender systems survey

Knowledge-Based Systems
Nontrivial landmark recommendation using geotagged photos

ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Time-aware point-of-interest recommendation

Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
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
An experimental study on implicit social recommendation

Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
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
Is it time for a career switch?

Proceedings of the 22nd international conference on World Wide Web
TopRec: domain-specific recommendation through community topic mining in social network

Proceedings of the 22nd international conference on World Wide Web
Localized matrix factorization for recommendation based on matrix block diagonal forms

Proceedings of the 22nd international conference on World Wide Web
Understanding Similarity Metrics in Neighbour-based Recommender Systems

Proceedings of the 2013 Conference on the Theory of Information Retrieval
Interactive collaborative filtering

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
To personalize or not: a risk management perspective

Proceedings of the 7th ACM conference on Recommender systems
Context-aware review helpfulness rating prediction

Proceedings of the 7th ACM conference on Recommender systems
Catch-up TV recommendations: show old favourites and find new ones

Proceedings of the 7th ACM conference on Recommender systems
When power users attack: assessing impacts in collaborative recommender systems

Proceedings of the 7th ACM conference on Recommender systems
xCLiMF: optimizing expected reciprocal rank for data with multiple levels of relevance

Proceedings of the 7th ACM conference on Recommender systems
Clustering-based factorized collaborative filtering

Proceedings of the 7th ACM conference on Recommender systems
Accuracy and robustness impacts of power user attacks on collaborative recommender systems

Proceedings of the 7th ACM conference on Recommender systems
Topic modelling of clickthrough data in image search

Multimedia Tools and Applications
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
Utilizing social and behavioral neighbors for personalized recommendation

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
A probability-based unified framework for semantic search and recommendation

Journal of Information Science
Toward identification and adoption of best practices in algorithmic recommender systems research

Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
jcolibri2: A framework for building Case-based reasoning systems

Science of Computer Programming
Efficient distributed monitoring with active Collaborative Prediction

Future Generation Computer Systems
Boosting the K-Nearest-Neighborhood based incremental collaborative filtering

Knowledge-Based Systems
Social trust prediction using heterogeneous networks

ACM Transactions on Knowledge Discovery from Data (TKDD)
Active learning strategies for rating elicitation in collaborative filtering: A system-wide perspective

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
Expediting expertise: supporting informal social learning in the enterprise

Proceedings of the 19th international conference on Intelligent User Interfaces
"Harvesting movie ratings from structured data in social media" by Simon Dooms and Luc Martens with Ching-man Au Yeung as coordinator

ACM SIGWEB Newsletter
Bridging memory-based collaborative filtering and text retrieval

Information Retrieval
Facing the cold start problem in recommender systems

Expert Systems with Applications: An International Journal
Cross domain recommendation based on multi-type media fusion

Neurocomputing
Who likes it more?: mining worth-recommending items from long tails by modeling relative preference

Proceedings of the 7th ACM international conference on Web search and data mining
Local collaborative ranking

Proceedings of the 23rd international conference on World wide web
A new user similarity model to improve the accuracy of collaborative filtering

Knowledge-Based Systems
Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols

User Modeling and User-Adapted Interaction
Nonadditive similarity-based single-layer perceptron for multi-criteria collaborative filtering

Neurocomputing
QoS-aware service selection via collaborative QoS evaluation

World Wide Web
Semi-sparse algorithm based on multi-layer optimization for recommender system

The Journal of Supercomputing
Context-Aware Service Ranking in Wireless Sensor Networks

Journal of Network and Systems Management
Sequential event prediction

Machine Learning
A people-to-people matching system using graph mining techniques

World Wide Web
Defending recommender systems by influence analysis

Information Retrieval
Internal link prediction: A new approach for predicting links in bipartite graphs

Intelligent Data Analysis - Dynamic Networks and Knowledge Discovery

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An algorithmic framework for performing collaborative filtering

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