Optimal aggregation algorithms for middleware
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
An efficient boosting algorithm for combining preferences
The Journal of Machine Learning Research
Verbs semantics and lexical selection
ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A Markov random field model for term dependencies
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
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
PARAgrab: a comprehensive architecture for web image management and multimodal querying
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Large Scale Multiple Kernel Learning
The Journal of Machine Learning Research
The Threshold Algorithm: From Middleware Systems to the Relational Engine
IEEE Transactions on Knowledge and Data Engineering
Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 6th ACM international conference on Image and video retrieval
Online video recommendation based on multimodal fusion and relevance feedback
Proceedings of the 6th ACM international conference on Image and video retrieval
Visual language modeling for image classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Efficient EMD-based similarity search in multimedia databases via flexible dimensionality reduction
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
From del.icio.us to x.qui.site: recommendations in social tagging sites
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
A hybrid approach to item recommendation in folksonomies
Proceedings of the WSDM '09 Workshop on Exploiting Semantic Annotations in Information Retrieval
Efficient similarity search using the Earth Mover's Distance for large multimedia databases
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Flexible Recommendations for Course Planning
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Combining audio content and social context for semantic music discovery
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Audiovisual Synchronization and Fusion Using Canonical Correlation Analysis
IEEE Transactions on Multimedia
Modeling user expertise in folksonomies by fusing multi-type features
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Probabilistic image tagging with tags expanded by text-based search
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Multiple feature hashing for real-time large scale near-duplicate video retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Context-aware social media recommendation based on potential group
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
Content-Based Multimedia Retrieval Using Feature Correlation Clustering and Fusion
International Journal of Multimedia Data Engineering & Management
The multi-feature information bottleneck with application to unsupervised image categorization
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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The emergence of social media as a crucial paradigm has posed new challenges to the research and industry communities, where media are designed to be disseminated through social interaction. Recent literature has noted the generality of multiple features in the social media environment, such as textual, visual and user information. However, most of the studies employ only a relatively simple mechanism to merge the features rather than fully exploit feature correlation for social media applications. In this paper, we propose a novel approach to fusing multiple features and their correlations for similarity evaluation. Specifically, we first build a Feature Interaction Graph (FIG) by taking features as nodes and the correlations between them as edges. Then, we employ a probabilistic model based on Markov Random Field to describe the graph for similarity measure between multimedia objects. Using that, we design an efficient retrieval algorithm for large social media data. Further, we integrate temporal information into the probabilistic model for social media recommendation. We evaluate our approach using a large real-life corpus collected from Flickr, and the experimental results indicate the superiority of our proposed method over state-of-the-art techniques.