GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Model selection in neural networks
Neural Networks
Applications of neural networks to digital communications: a survey
Signal Processing - Special issue on emerging techniques for communication terminals
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Guest Editor's Introduction: Personalization and Privacy
IEEE Internet Computing
Content-Independent Task-Focused Recommendation
IEEE Internet Computing
Privacy Risks in Recommender Systems
IEEE Internet Computing
Neural Networks for Web Content Filtering
IEEE Intelligent Systems
Helping Online Customers Decide through Web Personalization
IEEE Intelligent Systems
Intelligent Systems for Tourism
IEEE Intelligent Systems
Exploiting hierarchical domain structure to compute similarity
ACM Transactions on Information Systems (TOIS)
Design and evaluation of a multi-agent collaborative Web mining system
Decision Support Systems - Web retrieval and mining
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Mining customer product ratings for personalized marketing
Decision Support Systems - Special issue: Web data mining
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)
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)
Guest Editors' Introduction: Mining Actionable Knowledge on the Web
IEEE Intelligent Systems
VISCORS: A Visual-Content Recommender for the Mobile Web
IEEE Intelligent Systems
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
Integrating AHP and data mining for product recommendation based on customer lifetime value
Information and Management
Identifying Interesting Customers through Web Log Classification
IEEE Intelligent Systems
IEEE Transactions on Knowledge and Data Engineering
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Journal of Systems and Software
Learning Users' Interests by Quality Classification in Market-Based Recommender Systems
IEEE Transactions on Knowledge and Data Engineering
CinemaScreen Recommender Agent: Combining Collaborative and Content-Based Filtering
IEEE Intelligent Systems
Digital Content Recommender on the Internet
IEEE Intelligent Systems
Expert Systems with Applications: An International Journal
Investigating interactions of trust and interest similarity
Decision Support Systems
Expert Systems with Applications: An International Journal
Design of a shopbot and recommender system for bundle purchases
Decision Support Systems
A probabilistic music recommender considering user opinions and audio features
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
VCR: Virtual community recommender using the technology acceptance model and the user's needs type
Expert Systems with Applications: An International Journal
A personalized English learning recommender system for ESL students
Expert Systems with Applications: An International Journal
A user-oriented contents recommendation system in peer-to-peer architecture
Expert Systems with Applications: An International Journal
Guest Editors' Introduction: Recommender Systems
IEEE Intelligent Systems
Acquiring and Revising Preferences in a Critique-Based Mobile Recommender System
IEEE Intelligent Systems
New Recommendation Techniques for Multicriteria Rating Systems
IEEE Intelligent Systems
Attacking Recommender Systems: A Cost-Benefit Analysis
IEEE Intelligent Systems
Comparing Recommendation Strategies in a Commercial Context
IEEE Intelligent Systems
MarCol: A Market-Based Recommender System
IEEE Intelligent Systems
Similarity Measure and Instance Selection for Collaborative Filtering
International Journal of Electronic Commerce
International Journal of Electronic Commerce
Persuasion in Recommender Systems
International Journal of Electronic Commerce
Trust-inspiring explanation interfaces for recommender systems
Knowledge-Based Systems
Expert Recommender: Designing for a Network Organization
Computer Supported Cooperative Work
ACM Transactions on Information Systems (TOIS)
A Comparison of Collaborative-Filtering Recommendation Algorithms for E-commerce
IEEE Intelligent Systems
A recommender system using GA K-means clustering in an online shopping market
Expert Systems with Applications: An International Journal
A group recommendation system with consideration of interactions among group members
Expert Systems with Applications: An International Journal
Using ontology network analysis for research document recommendation
Expert Systems with Applications: An International Journal
Recommending trusted online auction sellers using social network analysis
Expert Systems with Applications: An International Journal
E-Commerce Technology: Back to a Prominent Future
IEEE Internet Computing
Collaborative recommender systems: Combining effectiveness and efficiency
Expert Systems with Applications: An International Journal
A time-based approach to effective recommender systems using implicit feedback
Expert Systems with Applications: An International Journal
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
Recommendation systems for decision support: An editorial introduction
Decision Support Systems
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
Evaluation of recommender systems: A new approach
Expert Systems with Applications: An International Journal
Toward Recommendation Based on Ontology-Powered Web-Usage Mining
IEEE Internet Computing
Expert Systems with Applications: An International Journal
The task of guiding in adaptive recommender systems
Expert Systems with Applications: An International Journal
Building an expert travel agent as a software agent
Expert Systems with Applications: An International Journal
TREPPS: A Trust-based Recommender System for Peer Production Services
Expert Systems with Applications: An International Journal
SXRS: An XLink-based Recommender System using Semantic Web technologies
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
An empirical study on effectiveness of temporal information as implicit ratings
Expert Systems with Applications: An International Journal
Q-rater: A collaborative reputation system based on source credibility theory
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Short communication: Recommendation based on rational inferences in collaborative filtering
Knowledge-Based Systems
Intelligent-Commerce Research in China
IEEE Intelligent Systems
An iterative semi-explicit rating method for building collaborative recommender systems
Expert Systems with Applications: An International Journal
Multidimensional credibility model for neighbor selection in collaborative recommendation
Expert Systems with Applications: An International Journal
A mathematical model for product selection strategies in a recommender system
Expert Systems with Applications: An International Journal
User credit-based collaborative filtering
Expert Systems with Applications: An International Journal
A semantic complement to enhance electronic market
Expert Systems with Applications: An International Journal
A recommender system for research resources based on fuzzy linguistic modeling
Expert Systems with Applications: An International Journal
Two-way cooperative prediction for collaborative filtering recommendations
Expert Systems with Applications: An International Journal
A recommender system to avoid customer churn: A case study
Expert Systems with Applications: An International Journal
A collaborative filtering method based on artificial immune network
Expert Systems with Applications: An International Journal
Collaborative filtering based on workflow space
Expert Systems with Applications: An International Journal
HQE: A hybrid method for query expansion
Expert Systems with Applications: An International Journal
Recommender system for software project planning one application of revised CBR algorithm
Expert Systems with Applications: An International Journal
Collaborative filtering using orthogonal nonnegative matrix tri-factorization
Information Processing and Management: an International Journal
Collaborative filtering adapted to recommender systems of e-learning
Knowledge-Based Systems
A hybrid recommendation technique based on product category attributes
Expert Systems with Applications: An International Journal
A Multidimensional Paper Recommender: Experiments and Evaluations
IEEE Internet Computing
Improving Social Recommender Systems
IT Professional
Personalized Recommendation over a Customer Network for Ubiquitous Shopping
IEEE Transactions on Services Computing
IEEE Security and Privacy
A multi-disciplinar recommender system to advice research resources in University Digital Libraries
Expert Systems with Applications: An International Journal
MUADDIB: A distributed recommender system supporting device adaptivity
ACM Transactions on Information Systems (TOIS)
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
An inner-enterprise knowledge recommender system
Expert Systems with Applications: An International Journal
Recommender system based on workflow
Decision Support Systems
An intelligent music playlist generator based on the time parameter with artificial neural networks
Expert Systems with Applications: An International Journal
Combination of Web page recommender systems
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
IEEE Transactions on Knowledge and Data Engineering
Bayesian Online Multitask Learning of Gaussian Processes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling user multiple interests by an improved GCS approach
Expert Systems with Applications: An International Journal
Detection of the customer time-variant pattern for improving recommender systems
Expert Systems with Applications: An International Journal
Mining changes in customer buying behavior for collaborative recommendations
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Classification-based collaborative filtering using market basket data
Expert Systems with Applications: An International Journal
Collaborative filtering based on iterative principal component analysis
Expert Systems with Applications: An International Journal
Feature-based recommendations for one-to-one marketing
Expert Systems with Applications: An International Journal
Music recommendation based on acoustic features and user access patterns
IEEE Transactions on Audio, Speech, and Language Processing
Collaborative filtering with temporal dynamics
Communications of the ACM
Experiments on the preference-based organization interface in recommender systems
ACM Transactions on Computer-Human Interaction (TOCHI)
Predicting Missing Ratings in Recommender Systems: Adapted Factorization Approach
International Journal of Electronic Commerce
Music Recommendation Using Content and Context Information Mining
IEEE Intelligent Systems
MusicBox: personalized music recommendation based on cubic analysis of social tags
IEEE Transactions on Audio, Speech, and Language Processing
Improved trust-aware recommender system using small-worldness of trust networks
Knowledge-Based Systems
Coping with noisy search experiences
Knowledge-Based Systems
Recommending change clusters to support software investigation: an empirical study
Journal of Software Maintenance and Evolution: Research and Practice - Working Conference on Reverse Engineering (WCRE 2008)
The role of user mood in movie recommendations
Expert Systems with Applications: An International Journal
WebPUM: A Web-based recommendation system to predict user future movements
Expert Systems with Applications: An International Journal
In situ evaluation of recommender systems: Framework and instrumentation
International Journal of Human-Computer Studies
International Journal of Human-Computer Studies
SPGProfile: Speak Group Profile
Information Systems
Coauthorship networks and academic literature recommendation
Electronic Commerce Research and Applications
Conic Programming for Multitask Learning
IEEE Transactions on Knowledge and Data Engineering
A new collaborative filtering metric that improves the behavior of recommender systems
Knowledge-Based Systems
Privacy-preserving collaborative recommender systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A Collaborative Recommender System Based on Space-Time Similarities
IEEE Pervasive Computing
Dependable filtering: Philosophy and realizations
ACM Transactions on Information Systems (TOIS)
Which photo groups should I choose? A comparative study of recommendation algorithms in Flickr
Journal of Information Science
Guest Editors' Introduction: Information Overload
IEEE Internet Computing
Exploiting Social Tagging in a Web 2.0 Recommender System
IEEE Internet Computing
Identifying and resolving hidden text salting
IEEE Transactions on Information Forensics and Security
WebPET: An Online Tool for Lexicographic Decision Making
IEEE Intelligent Systems
Recommendation System based on user interaction data applied to intelligent electronic books
Computers in Human Behavior
Empirical Analysis of the Impact of Recommender Systems on Sales
Journal of Management Information Systems
A strategy-oriented operation module for recommender systems in E-commerce
Computers and Operations Research
IEEE Transactions on Audio, Speech, and Language Processing
A Graphical Model for Context-Aware Visual Content Recommendation
IEEE Transactions on Multimedia
Extended latent class models for collaborative recommendation
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Providing Justifications in Recommender Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
A channel recommendation system in mobile environment
IEEE Transactions on Consumer Electronics
An integrated music recommendation system
IEEE Transactions on Consumer Electronics
IEEE Transactions on Consumer Electronics
Ontology-based semantic recommendation system in home network environment
IEEE Transactions on Consumer Electronics
IEEE Transactions on Consumer Electronics
Exploiting digital TV users' preferences in a tourism recommender system based on semantic reasoning
IEEE Transactions on Consumer Electronics
Evaluation of a personalized digital library based on cognitive styles: Adaptivity vs. adaptability
International Journal of Information Management: The Journal for Information Professionals
A group recommendation system for online communities
International Journal of Information Management: The Journal for Information Professionals
Automated user modeling for personalized digital libraries
International Journal of Information Management: The Journal for Information Professionals
Using latent topics to enhance search and recommendation in Enterprise Social Software
Expert Systems with Applications: An International Journal
Predicting e-commerce company success by mining the text of its publicly-accessible website
Expert Systems with Applications: An International Journal
Improved multilevel security with latent semantic indexing
Expert Systems with Applications: An International Journal
Web usage mining for analysing elder self-care behavior patterns
Expert Systems with Applications: An International Journal
Technology classification with latent semantic indexing
Expert Systems with Applications: An International Journal
An EEG-Based brain informatics application for enhancing music experience
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Protecting research and technology from espionage
Expert Systems with Applications: An International Journal
Multimedia information retrieval in a social context
PROMISE'12 Proceedings of the 2012 international conference on Information Retrieval Meets Information Visualization
Weak signal identification with semantic web mining
Expert Systems with Applications: An International Journal
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Mining cluster-based patterns for elder self-care behavior
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
International Journal of Organizational and Collective Intelligence
Quantitative cross impact analysis with latent semantic indexing
Expert Systems with Applications: An International Journal
Semantic compared cross impact analysis
Expert Systems with Applications: An International Journal
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
Hi-index | 12.07 |
Recommender systems have become an important research field since the emergence of the first paper on collaborative filtering in the mid-1990s. Although academic research on recommender systems has increased significantly over the past 10years, there are deficiencies in the comprehensive literature review and classification of that research. For that reason, we reviewed 210 articles on recommender systems from 46 journals published between 2001 and 2010, and then classified those by the year of publication, the journals in which they appeared, their application fields, and their data mining techniques. The 210 articles are categorized into eight application fields (books, documents, images, movie, music, shopping, TV programs, and others) and eight data mining techniques (association rule, clustering, decision tree, k-nearest neighbor, link analysis, neural network, regression, and other heuristic methods). Our research provides information about trends in recommender systems research by examining the publication years of the articles, and provides practitioners and researchers with insight and future direction on recommender systems. We hope that this paper helps anyone who is interested in recommender systems research with insight for future research direction.