Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Fab: content-based, collaborative recommendation
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A personal news agent that talks, learns and explains
Proceedings of the third annual conference on Autonomous Agents
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
A learning agent for wireless news access
Proceedings of the 5th international conference on Intelligent user interfaces
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Collaborative reputation mechanisms for electronic marketplaces
Decision Support Systems - Special issue for business to business electronic commerce, issues and solutions
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Modern Information Retrieval
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Case-Based Reasoning Approach to Collaborative Filtering
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
A Hybrid Recommender System Combining Collaborative Filtering with Neural Network
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Fuzzy logic methods in recommender systems
Fuzzy Sets and Systems - Theme: Multicriteria decision
Building a Recommender Agent for e-Learning Systems
ICCE '02 Proceedings of the International Conference on Computers in Education
Clustering Approach for Hybrid Recommender System
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Shilling recommender systems for fun and profit
Proceedings of the 13th international conference on World Wide Web
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
Proceedings of the 10th international conference on Intelligent user interfaces
No Unbiased Estimator of the Variance of K-Fold Cross-Validation
The Journal of Machine Learning Research
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
IEEE Transactions on Knowledge and Data Engineering
Preventing shilling attacks in online recommender systems
Proceedings of the 7th annual ACM international workshop on Web information and data management
Using Singular Value Decomposition Approximation for Collaborative Filtering
CEC '05 Proceedings of the Seventh IEEE International Conference on E-Commerce Technology
Adaptive radio: achieving consensus using negative preferences
GROUP '05 Proceedings of the 2005 international ACM SIGGROUP conference on Supporting group work
Explanation in Recommender Systems
Artificial Intelligence Review
A Scalable Collaborative Filtering Framework Based on Co-Clustering
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Hybrid Movie Recommender System Based on Neural Networks
ISDA '05 Proceedings of the 5th International Conference on Intelligent Systems Design and Applications
Case-based recommender systems
The Knowledge Engineering Review
CinemaScreen Recommender Agent: Combining Collaborative and Content-Based Filtering
IEEE Intelligent Systems
TV Program Recommendation for Multiple Viewers Based on user Profile Merging
User Modeling and User-Adapted Interaction
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
Naïve filterbots for robust cold-start recommendations
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A Collaborative Filtering Algorithm Employing Genetic Clustering to Ameliorate the Scalability Issue
ICEBE '06 Proceedings of the IEEE International Conference on e-Business Engineering
DCFLA: A distributed collaborative-filtering neighbor-locating algorithm
Information Sciences: an International Journal
A survey of trust and reputation systems for online service provision
Decision Support Systems
Using SVD and demographic data for the enhancement of generalized Collaborative Filtering
Information Sciences: an International Journal
A location-aware recommender system for mobile shopping environments
Expert Systems with Applications: An International Journal
Trust-inspiring explanation interfaces for recommender systems
Knowledge-Based Systems
International Journal of Electronic Commerce
A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem
Information Sciences: an International Journal
Trust-aware recommender systems
Proceedings of the 2007 ACM conference on Recommender systems
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
Recommending trusted online auction sellers using social network analysis
Expert Systems with Applications: An International Journal
Utilizing Physical and Social Context to Improve Recommender Systems
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Addressing cold-start problem in recommendation systems
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Unified relevance models for rating prediction in collaborative filtering
ACM Transactions on Information Systems (TOIS)
Tag-aware recommender systems by fusion of collaborative filtering algorithms
Proceedings of the 2008 ACM symposium on Applied computing
Using back-propagation to learn association rules for service personalization
Expert Systems with Applications: An International Journal
Fuzzy-genetic approach to recommender systems based on a novel hybrid user model
Expert Systems with Applications: An International Journal
Evaluation of recommender systems: A new approach
Expert Systems with Applications: An International Journal
Constraint-based recommender systems: technologies and research issues
Proceedings of the 10th international conference on Electronic commerce
Comparing State-of-the-Art Collaborative Filtering Systems
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Tag Recommendations in Folksonomies
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
The long tail of recommender systems and how to leverage it
Proceedings of the 2008 ACM conference on Recommender systems
Integrating tags in a semantic content-based recommender
Proceedings of the 2008 ACM conference on Recommender systems
Personalized recommendation in social tagging systems using hierarchical clustering
Proceedings of the 2008 ACM conference on Recommender systems
A peer-to-peer recommender system based on spontaneous affinities
ACM Transactions on Internet Technology (TOIT)
TREPPS: A Trust-based Recommender System for Peer Production Services
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
Exploiting Item Taxonomy for Solving Cold-Start Problem in Recommendation Making
ICTAI '08 Proceedings of the 2008 20th IEEE International Conference on Tools with Artificial Intelligence - Volume 02
Group decision making with incomplete fuzzy linguistic preference relations
International Journal of Intelligent Systems
A Hybrid Recommender Approach Based on Widrow-Hoff Learning
FGCN '08 Proceedings of the 2008 Second International Conference on Future Generation Communication and Networking - Volume 01
Expert Systems with Applications: An International Journal
Multidimensional credibility model for neighbor selection in collaborative recommendation
Expert Systems with Applications: An International Journal
User credit-based collaborative filtering
Expert Systems with Applications: An International Journal
Tagsplanations: explaining recommendations using tags
Proceedings of the 14th international conference on Intelligent user interfaces
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
Collaborative Filtering for Implicit Feedback Datasets
ICDM '08 Proceedings of the 2008 Eighth IEEE International Conference on Data Mining
Gradual trust and distrust in recommender systems
Fuzzy Sets and Systems
Learning preferences of new users in recommender systems: an information theoretic approach
ACM SIGKDD Explorations Newsletter
Collaborative filtering adapted to recommender systems of e-learning
Knowledge-Based Systems
A Survey of Explanations in Recommender Systems
ICDEW '07 Proceedings of the 2007 IEEE 23rd International Conference on Data Engineering Workshop
Differentially private recommender systems: building privacy into the net
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Social recommender systems for web 2.0 folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Scalable Collaborative Filtering Approaches for Large Recommender Systems
The Journal of Machine Learning Research
Enriching Trust Prediction Model in Social Network with User Rating Similarity
CASON '09 Proceedings of the 2009 International Conference on Computational Aspects of Social Networks
Item-Based Clustering Collaborative Filtering Algorithm under High-Dimensional Sparse Data
CSO '09 Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization - Volume 01
Hybrid Recommender System Using Latent Features
WAINA '09 Proceedings of the 2009 International Conference on Advanced Information Networking and Applications Workshops
CAESAR: A Context-Aware, Social Recommender System for Low-End Mobile Devices
MDM '09 Proceedings of the 2009 Tenth International Conference on Mobile Data Management: Systems, Services and Middleware
A multi-disciplinar recommender system to advice research resources in University Digital Libraries
Expert Systems with Applications: An International Journal
From Social Networks to Behavioral Networks in Recommender Systems
ASONAM '09 Proceedings of the 2009 International Conference on Advances in Social Network Analysis and Mining
SoNARS: A Social Networks-Based Algorithm for Social Recommender Systems
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
REJA: A Georeferenced Hybrid Recommender System for Restaurants
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Collaborative Filtering Based on Demographic Attribute Vector
FCC '09 Proceedings of the 2009 ETP International Conference on Future Computer and Communication
Pairwise preference regression for cold-start recommendation
Proceedings of the third ACM conference on Recommender systems
MoviExplain: a recommender system with explanations
Proceedings of the third ACM conference on Recommender systems
Recommender system based on workflow
Decision Support Systems
Fast computation of query relaxations for knowledge-based recommenders
AI Communications
A Spatial User Similarity Measure for Geographic Recommender Systems
GeoS '09 Proceedings of the 3rd International Conference on GeoSpatial Semantics
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
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
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
Use of social network information to enhance collaborative filtering performance
Expert Systems with Applications: An International Journal
A Survey of Accuracy Evaluation Metrics of Recommendation Tasks
The Journal of Machine Learning Research
Collaborative filtering recommender systems
The adaptive web
Content-based recommendation systems
The adaptive web
The adaptive web
Modeling collaborative semantics with a geographic recommender
ER'07 Proceedings of the 2007 conference on Advances in conceptual modeling: foundations and applications
Unified collaborative filtering model based on combination of latent features
Expert Systems with Applications: An International Journal
The role of user mood in movie recommendations
Expert Systems with Applications: An International Journal
A new collaborative filtering metric that improves the behavior of recommender systems
Knowledge-Based Systems
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Information Sciences: an International Journal
The effect of sparsity on collaborative filtering metrics
ADC '09 Proceedings of the Twentieth Australasian Conference on Australasian Database - Volume 92
On the stability of recommendation algorithms
Proceedings of the fourth ACM conference on Recommender systems
Group-based recipe recommendations: analysis of data aggregation strategies
Proceedings of the fourth ACM conference on Recommender systems
Group recommendations with rank aggregation and collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
Geographical recommender system based on interaction between map operation and category selection
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
A highly adaptive recommender system based on fuzzy logic for B2C e-commerce portals
Expert Systems with Applications: An International Journal
Learning travel recommendations from user-generated GPS traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Space efficiency in group recommendation
The VLDB Journal — The International Journal on Very Large Data Bases
A recommender system based on tag and time information for social tagging systems
Expert Systems with Applications: An International Journal
On the design of individual and group recommender systems for tourism
Expert Systems with Applications: An International Journal
Novelty and Diversity in Top-N Recommendation -- Analysis and Evaluation
ACM Transactions on Internet Technology (TOIT)
Using genetic algorithms for personalized recommendation
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
Userrank for item-based collaborative filtering recommendation
Information Processing Letters
Information Sciences: an International Journal
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
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)
Recommendation System based on user interaction data applied to intelligent electronic books
Computers in Human Behavior
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
Personalized social recommendations: accurate or private
Proceedings of the VLDB Endowment
A Case Study of Collaboration and Reputation in Social Web Search
ACM Transactions on Intelligent Systems and Technology (TIST)
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
Trust based recommender system using ant colony for trust computation
Expert Systems with Applications: An International Journal
Hybrid personalized recommender system using centering-bunching based clustering algorithm
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A web-based pervasive recommendation system for mobile tourist guides
Personal and Ubiquitous Computing
Rank and relevance in novelty and diversity metrics for recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Information Sciences: an International Journal
Collaborative filtering based on significances
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
An improved privacy-preserving DWT-based collaborative filtering scheme
Expert Systems with Applications: An International Journal
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Structuring dimensions for collaborative systems evaluation
ACM Computing Surveys (CSUR)
Trust Networks for Recommender Systems
Trust Networks for Recommender Systems
A collaborative filtering approach to mitigate the new user cold start problem
Knowledge-Based Systems
Incremental Collaborative Filtering recommender based on Regularized Matrix Factorization
Knowledge-Based Systems
AIS'04 Proceedings of the 13th international conference on AI, Simulation, and Planning in High Autonomy Systems
A collaborative filtering similarity measure based on singularities
Information Processing and Management: an International Journal
Expert Systems with Applications: An International Journal
Adaptive neuro-fuzzy pedagogical recommender
Expert Systems with Applications: An International Journal
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
A generalized taxonomy of explanations styles for traditional and social recommender systems
Data Mining and Knowledge Discovery
Implicit feedback techniques on recommender systems applied to electronic books
Computers in Human Behavior
Social knowledge-based recommender system. Application to the movies domain
Expert Systems with Applications: An International Journal
Providing Justifications in Recommender Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Privacy-preserving SOM-based recommendations on horizontally distributed data
Knowledge-Based Systems
A framework for collaborative filtering recommender systems
Expert Systems with Applications: An International Journal
A social recommender mechanism for improving knowledge sharing in online forums
Information Processing and Management: an International Journal
Electronic Commerce Research and Applications
Incorporating reliability measurements into the predictions of a recommender system
Information Sciences: an International Journal
A balanced memory-based collaborative filtering similarity measure
International Journal of Intelligent Systems
Location-based recommendation system using Bayesian user's preference model in mobile devices
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Applying the learning rate adaptation to the matrix factorization based collaborative filtering
Knowledge-Based Systems
Trees for explaining recommendations made through collaborative filtering
Information Sciences: an International Journal
Improving collaborative filtering-based recommender systems results using Pareto dominance
Information Sciences: an International Journal
Incorporating group recommendations to recommender systems: Alternatives and performance
Information Processing and Management: an International Journal
Bringing knowledge into recommender systems
Journal of Systems and Software
Trust based recommendation systems
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A survey on concept drift adaptation
ACM Computing Surveys (CSUR)
Personalized news recommendation via implicit social experts
Information Sciences: an International Journal
Towards the integration of reputation management in OpenID
Computer Standards & Interfaces
Hierarchical graph maps for visualization of collaborative recommender systems
Journal of Information Science
Robustness analysis of privacy-preserving model-based recommendation schemes
Expert Systems with Applications: An International Journal
Hi-index | 0.00 |
Recommender systems have developed in parallel with the web. They were initially based on demographic, content-based and collaborative filtering. Currently, these systems are incorporating social information. In the future, they will use implicit, local and personal information from the Internet of things. This article provides an overview of recommender systems as well as collaborative filtering methods and algorithms; it also explains their evolution, provides an original classification for these systems, identifies areas of future implementation and develops certain areas selected for past, present or future importance.