Content-boosted collaborative filtering for improved recommendations

Authors:
Prem Melville;Raymod J. Mooney;Ramadass Nagarajan
Affiliations:
Department of Computer Sciences, University of Texas, Austin, TX;Department of Computer Sciences, University of Texas, Austin, TX;Department of Computer Sciences, University of Texas, Austin, TX
Venue:
Eighteenth national conference on Artificial intelligence
Year:
2002

Citing 14
Cited 215

Using collaborative filtering to weave an information tapestry

Communications of the ACM - Special issue on information filtering
GroupLens: an open architecture for collaborative filtering of netnews

CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Fab: content-based, collaborative recommendation

Communications of the ACM
Recommendation as classification: using social and content-based information in recommendation

AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
An algorithmic framework for performing collaborative filtering

Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Combining collaborative filtering with personal agents for better recommendations

AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Content-based book recommending using learning for text categorization

DL '00 Proceedings of the fifth ACM conference on Digital libraries
A Framework for Collaborative, Content-Based and Demographic Filtering

Artificial Intelligence Review - Special issue on data mining on the Internet
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
Machine Learning

Machine Learning
Collaborative Learning and Recommender Systems

ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments

UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
PTV: Intelligent Personalised TV Guides

Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Pattern Classification (2nd Edition)

Pattern Classification (2nd Edition)

Recommendations without user preferences: a natural language processing approach

Proceedings of the 8th international conference on Intelligent user interfaces
MovieLens unplugged: experiences with an occasionally connected recommender system

Proceedings of the 8th international conference on Intelligent user interfaces
Collaborative filtering with decoupled models for preferences and ratings

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Ontological user profiling in recommender systems

ACM Transactions on Information Systems (TOIS)
A community-aware search engine

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
An automatic weighting scheme for collaborative filtering

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A nonparametric hierarchical bayesian framework for information filtering

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Unifying collaborative and content-based filtering

ICML '04 Proceedings of the twenty-first international conference on Machine learning
Unified filtering by combining collaborative filtering and content-based filtering via mixture model and exponential model

Proceedings of the thirteenth ACM international conference on Information and knowledge management
Taxonomy-driven computation of product recommendations

Proceedings of the thirteenth ACM international conference on Information and knowledge management
VISCORS: A Visual-Content Recommender for the Mobile Web

IEEE Intelligent Systems
Improving recommendation lists through topic diversification

WWW '05 Proceedings of the 14th international conference on World Wide Web
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
Compound Classification Models for Recommender Systems

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
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
Collaborative prediction using ensembles of Maximum Margin Matrix Factorizations

ICML '06 Proceedings of the 23rd international conference on Machine learning
Naïve filterbots for robust cold-start recommendations

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Don't look stupid: avoiding pitfalls when recommending research papers

CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors

Interacting with Computers
On the enhancement of collaborative filtering by demographic data

Web Intelligence and Agent Systems
Using SVD and demographic data for the enhancement of generalized Collaborative Filtering

Information Sciences: an International Journal
A content-collaborative recommender that exploits WordNet-based user profiles for neighborhood formation

User Modeling and User-Adapted Interaction
Comparing Recommendation Strategies in a Commercial Context

IEEE Intelligent Systems
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
Utilizing Popularity Characteristics for Product Recommendation

International Journal of Electronic Commerce
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
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)
A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem

Information Sciences: an International Journal
Improving new user recommendations with rule-based induction on cold user data

Proceedings of the 2007 ACM conference on Recommender systems
A hybrid social-acoustic recommendation system for popular music

Proceedings of the 2007 ACM conference on Recommender systems
Developing recommender systems with the consideration of product profitability for sellers

Information Sciences: an International Journal
Improving Recommendation Novelty Based on Topic Taxonomy

WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Agent-based collaborative filtering based on fuzzy recommendations

International Journal of Web Engineering and Technology
The bandwagon effect of collaborative filtering technology

CHI '08 Extended Abstracts on Human Factors in Computing Systems
Imputation-boosted collaborative filtering using machine learning classifiers

Proceedings of the 2008 ACM symposium on Applied computing
Tag-aware recommender systems by fusion of collaborative filtering algorithms

Proceedings of the 2008 ACM symposium on Applied computing
Feature weighting in content based recommendation system using social network analysis

Proceedings of the 17th international conference on World Wide Web
Product recommendation approaches: Collaborative filtering via customer lifetime value and customer demands

Expert Systems with Applications: An International Journal
Decision support for team staffing: An automated relational recommendation approach

Decision Support Systems
Document recommendation for knowledge sharing in personal folder environments

Journal of Systems and Software
An MHP framework to provide intelligent personalized recommendations about digital TV contents

Software—Practice & Experience
Personal recommender systems for learners in lifelong learning networks: the requirements, techniques and model

International Journal of Learning Technology
An empirical study of a cross-level association rule mining approach to cold-start recommendations

Knowledge-Based Systems
Feature-Weighted User Model for Recommender Systems

UM '07 Proceedings of the 11th international conference on User Modeling
Improving Social Filtering Techniques Through WordNet-Based User Profiles

UM '07 Proceedings of the 11th international conference on User Modeling
Learning from Relevant Tasks Only

ECML '07 Proceedings of the 18th European conference on Machine Learning
Open Domain Recommendation: Social Networks and Collaborative Filtering

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Identifying the effects of SVD and demographic data use on generalized collaborative filtering

International Journal of Computer Mathematics
Who predicts better?: results from an online study comparing humans and an online recommender system

Proceedings of the 2008 ACM conference on Recommender systems
On exploiting classification taxonomies in recommender systems

AI Communications - Recommender Systems
A multilayer ontology-based hybrid recommendation model

AI Communications - Recommender Systems
Questionnaire-based evaluation of characteristics of a community in SNS

WSEAS Transactions on Information Science and Applications
A Collaborative Approach to User Modeling for Personalized Content Recommendations

ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Imputed Neighborhood Based Collaborative Filtering

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Intelligent Support for Inclusive eLearning

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
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
Social recommendations of content and metadata

Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services
A semantic complement to enhance electronic market

Expert Systems with Applications: An International Journal
Two-way cooperative prediction for collaborative filtering recommendations

Expert Systems with Applications: An International Journal
Search shortcuts using click-through data

Proceedings of the 2009 workshop on Web Search Click Data
Personalized recommendation on dynamic content using predictive bilinear models

Proceedings of the 18th international conference on World wide web
Movie Recommender: Semantically Enriched Unified Relevance Model for Rating Prediction in Collaborative Filtering

ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Variational Bayesian Approach for Long-Term Relevance Feedback

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Help to find the needle in a haystack: integrating recommender systems in an IT supported staff recruitment system

Proceedings of the special interest group on management information system's 47th annual conference on Computer personnel research
A hybrid recommendation procedure for new items using preference boundary

Proceedings of the 11th International Conference on Electronic Commerce
Mixed collaborative and content-based filtering with user-contributed semantic features

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
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
A personalized system for conversational recommendations

Journal of Artificial Intelligence Research
MUADDIB: A distributed recommender system supporting device adaptivity

ACM Transactions on Information Systems (TOIS)
USE: A Concept-Based Recommendation System to Support Creative Search

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Pairwise preference regression for cold-start recommendation

Proceedings of the third ACM conference on Recommender systems
MoviExplain: a recommender system with explanations

Proceedings of the third ACM conference on Recommender systems
Personalized rough-set-based recommendation by integrating multiple contents and collaborative information

Information Sciences: an International Journal
A social recommendation framework based on multi-scale continuous conditional random fields

Proceedings of the 18th ACM conference on Information and knowledge management
Enhancing recommender systems under volatile userinterest drifts

Proceedings of the 18th ACM conference on Information and knowledge management
Adaptive cooperation tools in learning virtual communities

CATE '07 Proceedings of the 10th IASTED International Conference on Computers and Advanced Technology in Education
Hydra: a hybrid recommender system [cross-linked rating and content information]

Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Including item characteristics in the probabilistic latent semantic analysis model for collaborative filtering

AI Communications
Selecting a small number of products for effective user profiling in collaborative filtering

Expert Systems with Applications: An International Journal
A fully automated recommender system using collaborative filters

CIIT '07 The Sixth IASTED International Conference on Communications, Internet, and Information Technology
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
Weighted Nonnegative Matrix Co-Tri-Factorization for Collaborative Prediction

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
A Similarity Measure for Collaborative Filtering with Implicit Feedback

ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
A Bayesian Approach to Hybrid Image Retrieval

PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Qualitative analysis of user-based and item-based prediction algorithms for recommendation agents

Engineering Applications of Artificial Intelligence
Detection of the customer time-variant pattern for improving recommender systems

Expert Systems with Applications: An International Journal
Weighted class based hybrid algorithm for top-N recommender systems

AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Intelligent food planning: personalized recipe recommendation

Proceedings of the 15th international conference on Intelligent user interfaces
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
Evaluating customer aid functions of online stores with agent-based models of customer behavior and evolution strategy

Information Sciences: an International Journal
Semantic Web Mining

Web Semantics: Science, Services and Agents on the World Wide Web
User preference through Bayesian categorization for recommendation

PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Hybrid web recommender systems

The adaptive web
MARS: an agent-based recommender system for the semantic web

DAIS'07 Proceedings of the 7th IFIP WG 6.1 international conference on Distributed applications and interoperable systems
Time filtering for better recommendations with small and sparse rating matrices

WISE'07 Proceedings of the 8th international conference on Web information systems engineering
A recommender system with interest-drifting

WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Towards a scalable kNN CF algorithm: exploring effective applications of clustering

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

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
The role of user mood in movie recommendations

Expert Systems with Applications: An International Journal
Emerging topic detection on Twitter based on temporal and social terms evaluation

Proceedings of the Tenth International Workshop on Multimedia Data Mining
Scholarly paper recommendation via user's recent research interests

Proceedings of the 10th annual joint conference on Digital libraries
Social media recommendation based on people and tags

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Combining content-based and collaborative recommendations: A hybrid approach based on Bayesian networks

International Journal of Approximate Reasoning
Recommendation based on object typicality

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Demands of modern PLEs and the ROLE approach

EC-TEL'10 Proceedings of the 5th European conference on Technology enhanced learning conference on Sustaining TEL: from innovation to learning and practice
Relevant subtask learning by constrained mixture models

Intelligent Data Analysis
Personalisation in web computing and informatics: Theories, techniques, applications, and future research

Information Systems Frontiers
Using external aggregate ratings for improving individual recommendations

ACM Transactions on the Web (TWEB)
Recommending friends and locations based on individual location history

ACM Transactions on the Web (TWEB)
Utilizing various sparsity measures for enhancing accuracy of collaborative recommender systems based on local and global similarities

Expert Systems with Applications: An International Journal
Summarizing non-textual events with a 'briefing' focus

Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
User-based Collaborative Filtering: Sparsity and Performance

Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
A Neural Network Hybrid Recommender System

Proceedings of the 2011 conference on Neural Nets WIRN10: Proceedings of the 20th Italian Workshop on Neural Nets
A Hybrid Movie Recommender Based on Ontology and Neural Networks

GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Association rule mining for mobile map personalisation

International Journal of Intelligent Systems Technologies and Applications
Modeling spoken decision support dialogue and optimization of its dialogue strategy

ACM Transactions on Speech and Language Processing (TSLP)
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
Social-based planning model for multiagent systems

Expert Systems with Applications: An International Journal
Terms of a feather: content-based news recommendation and discovery using twitter

ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Sequence-based trust in collaborative filtering for document recommendation

International Journal of Human-Computer Studies
Exploiting geographical influence for collaborative point-of-interest recommendation

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Handling data sparsity in collaborative filtering using emotion and semantic based features

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
SFViz: interest-based friends exploration and recommendation in social networks

Proceedings of the 2011 Visual Information Communication - International Symposium
Collaborative topic modeling for recommending scientific articles

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Categorize web sites based on design issues

HCII'11 Proceedings of the 14th international conference on Human-computer interaction: users and applications - Volume Part IV
A game theoretic framework for data privacy preservation in recommender systems

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Hybrid algorithms for recommending new items

Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Hybrid recommendation based on low-dimensional augmentation of combined feature profiles

ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
Generalizing matrix factorization through flexible regression priors

Proceedings of the fifth ACM conference on Recommender systems
Content-boosted matrix factorization for recommender systems: experiments with recipe recommendation

Proceedings of the fifth ACM conference on Recommender systems
Using Wikipedia to boost collaborative filtering techniques

Proceedings of the fifth ACM conference on Recommender systems
Social and behavioural media access

SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
IWWS: a reliability-based WWW collaborative recommender system

APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Content-Based image filtering for recommendation

ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Usage contexts for object similarity: exploratory investigations

Proceedings of the 1st International Conference on Learning Analytics and Knowledge
User preference through learning user profile for ubiquitous recommendation systems

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
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
Integrating collaborate and content-based filtering for personalized information recommendation

CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
A personalized recommendation system based on product attribute-specific weights and improved user behavior analysis

Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
A careful assessment of recommendation algorithms related to dimension reduction techniques

Knowledge-Based Systems
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
Collaborative machine learning

From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
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
Data mining in parametric product catalogs

KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Recommending food: reasoning on recipes and ingredients

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
Alleviating the sparsity problem of collaborative filtering using trust inferences

iTrust'05 Proceedings of the Third international conference on Trust Management
Overcoming incomplete user models in recommendation systems via an ontology

WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Data sparsity issues in the collaborative filtering framework

WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Modeling topic specific credibility on twitter

Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
A latent model for collaborative filtering

International Journal of Approximate Reasoning
An exploration of improving collaborative recommender systems via user-item subgroups

Proceedings of the 21st international conference on World Wide Web
Retrieval in CBR using a combination of similarity and association knowledge

ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
User-selectable interactive recommendation system in mobile environment

Multimedia Tools and Applications
A generalized taxonomy of explanations styles for traditional and social recommender systems

Data Mining and Knowledge Discovery
A multi-agent recommender system for supporting device adaptivity in e-Commerce

Journal of Intelligent Information Systems
Deduced social networks for an educational digital library

Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Kernel-Mapping Recommender system algorithms

Information Sciences: an International Journal
Similarity of users' (content-based) preference models for Collaborative filtering in few ratings scenario

Expert Systems with Applications: An International Journal
Harnessing geo-tagged resources for Web personalization

Proceedings of the 27th Annual ACM Symposium on Applied Computing
Exploiting space-time status for service recommendation

APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
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
Semantics and usage statistics for multi-dimensional query expansion

DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
An adaptive approach to dealing with unstable behaviour of users in collaborative filtering systems

Journal of Information Science
Incorporating reviewer and product information for review rating prediction

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Collaborative user modeling for enhanced content filtering in recommender systems

Decision Support Systems
Neural expert networks for faster combined collaborative and content-based recommendation

Journal of Computational Methods in Sciences and Engineering
A probabilistic graphical model for topic and preference discovery on social media

Neurocomputing
Increasing temporal diversity with purchase intervals

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
A propagation model for integrating web of things and social networks

ICSOC'11 Proceedings of the 2011 international conference on Service-Oriented Computing
TasteWeights: a visual interactive hybrid recommender system

Proceedings of the sixth ACM conference on Recommender systems
High quality recommendations for small communities: the case of a regional parent network

Proceedings of the sixth ACM conference on Recommender systems
Review quality aware collaborative filtering

Proceedings of the sixth ACM conference on Recommender systems
Leveraging relationships in social networks for sentiment analysis

Proceedings of the 18th Brazilian symposium on Multimedia and the web
Exploit semantic information for category annotation recommendation in wikipedia

NLDB'07 Proceedings of the 12th international conference on Applications of Natural Language to Information Systems
Learning to rank for hybrid recommendation

Proceedings of the 21st ACM international conference on Information and knowledge management
Towards a user based recommendation strategy for digital ecosystems

Knowledge-Based Systems
Hybrid techniques to address cold start problems for people to people recommendation in social networks

PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Improving peer review with ACORN: ACO algorithm for reviewer's network

ANTS'12 Proceedings of the 8th international conference on Swarm Intelligence
An effective recommendation method for cold start new users using trust and distrust networks

Information Sciences: an International Journal
Smallworlds: visualizing social recommendations

EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Intelligent Information Retrieval Using Fuzzy Association Rule Classifier

International Journal of Intelligent Information Technologies
A Pattern Language for Knowledge Discovery in a Semantic Web context

International Journal of Information Technology and Web Engineering
Using profile expansion techniques to alleviate the new user problem

Information Processing and Management: an International Journal
LinkedVis: exploring social and semantic career recommendations

Proceedings of the 2013 international conference on Intelligent user interfaces
Integrating social information into collaborative filtering for celebrities recommendation

ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
User Interest and Topic Detection for Personalized Recommendation

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
A comparison of clustering-based privacy-preserving collaborative filtering schemes

Applied Soft Computing
An intelligent framework for e-government personalized services

Proceedings of the 14th Annual International Conference on Digital Government Research
Trees for explaining recommendations made through collaborative filtering

Information Sciences: an International Journal
Novel personal and group-based trust models in collaborative filtering for document recommendation

Information Sciences: an International Journal
Recommender systems survey

Knowledge-Based Systems
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
Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems

Proceedings of the 22nd international conference on World Wide Web
TV predictor: personalized program recommendations to be displayed on SmartTVs

Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Scientific articles recommendation

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
You are what you consume: a bayesian method for personalized recommendations

Proceedings of the 7th ACM conference on Recommender systems
Online multi-task collaborative filtering for on-the-fly recommender systems

Proceedings of the 7th ACM conference on Recommender systems
Generating supplemental content information using virtual profiles

Proceedings of the 7th ACM conference on Recommender systems
Recommendation algorithm of the app store by using semantic relations between apps

The Journal of Supercomputing
Pessimists and optimists: Improving collaborative filtering through sentiment analysis

Expert Systems with Applications: An International Journal
Propagation-based social-aware multimedia content distribution

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Using objective ground-truth labels created by multiple annotators for improved video classification: A comparative study

Computer Vision and Image Understanding
Multi-Criteria Recommender Systems based on Multi-Attribute Decision Making

Proceedings of International Conference on Information Integration and Web-based Applications & Services
A case-based solution to the cold-start problem in group recommenders

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
An effective recommendation based on user behaviour: a hybrid of sequential pattern of user and attributes of product

International Journal of Business Information Systems
Personalized entity recommendation: a heterogeneous information network approach

Proceedings of the 7th ACM international conference on Web search and data mining
Interactive Design Recommendation Using Sensor Based Smart Wear and Weather WebBot

Wireless Personal Communications: An International Journal
Shilling attack detection utilizing semi-supervised learning method for collaborative recommender system

World Wide Web
Robust Sybil attack defense with information level in online Recommender Systems

Expert Systems with Applications: An International Journal

Quantified Score

Hi-index	0.03

Visualization

Abstract

Most recommender systems use Collaborative Filtering or Content-based methods to predict new items of interest for a user. While both methods have their own advantages, individually they fail to provide good recommendations in many situations. Incorporating components from both methods, a hybrid recommender system can overcome these shortcomings. In this paper, we present an elegant and effective framework for combining content and collaboration. Our approach uses a content-based predictor tc enhance existing user data, and then provides personalized suggestions through collaborative filtering. We present experimental results that show how this approach, Content-Boosted Collaborative Filtering, performs better than a pure content-based predictor, pure collaborative filter, and a naive hybrid approach.