Communications of the ACM
Recommender systems in e-commerce
Proceedings of the 1st ACM conference on Electronic commerce
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Cumulated gain-based evaluation of IR techniques
ACM Transactions on Information Systems (TOIS)
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Recommender System Based on Consumer Product Reviews
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Introduction to Information Retrieval
Introduction to Information Retrieval
LIBLINEAR: A Library for Large Linear Classification
The Journal of Machine Learning Research
Tagommenders: connecting users to items through tags
Proceedings of the 18th international conference on World wide web
TrustWalker: a random walk model for combining trust-based and item-based recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Gender Differences in Purchase Intention on Mobile Data Services
CSO '09 Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization - Volume 01
Short and tweet: experiments on recommending content from information streams
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Recommending twitter users to follow using content and collaborative filtering approaches
Proceedings of the fourth ACM conference on Recommender systems
Predicting product adoption in large-scale social networks
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Recommender Systems: An Introduction
Recommender Systems: An Introduction
Investigating topic models for social media user recommendation
Proceedings of the 20th international conference companion on World wide web
Proceedings of the 12th ACM conference on Electronic commerce
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Tweet recommendation with graph co-ranking
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Social contextual recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Recommending branded products from social media
Proceedings of the 7th ACM conference on Recommender systems
Mining novelty-seeking trait across heterogeneous domains
Proceedings of the 23rd international conference on World wide web
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In the era of social commerce, users often connect from e-commerce websites to social networking venues such as Facebook and Twitter. However, there have been few efforts on understanding the correlations between users' social media profiles and their e-commerce behaviors. This paper presents a system for predicting a user's purchase behaviors on e-commerce websites from the user's social media profile. We specifically aim at understanding if the user's profile information in a social network (for example Facebook) can be leveraged to predict what categories of products the user will buy from (for example eBay Electronics). The paper provides an extensive analysis on how users' Facebook profile information correlates to purchases on eBay, and analyzes the performance of different feature sets and learning algorithms on the task of purchase behavior prediction.