462 citations · 1.5k across the 58 of their papers we have counts for
5 papers · 1 filter
TaxoGen: Unsupervised Topic Taxonomy Construction by Adaptive Term Embedding and Clustering
Chao Zhang, Fangbo Tao, Xiusi Chen +5
Taxonomy construction is not only a fundamental task for semantic analysis of text corpora, but also an important step for applications such as information filtering, recommendatio…
A Survey on Truth Discovery
Yaliang Li, Jing Gao, Chuishi Meng +5
Thanks to information explosion, data for the objects of interest can be collected from increasingly more sources. However, for the same object, there usually exist conflicts among…
A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration
Bo Zhao, Benjamin I. P. Rubinstein, Jim Gemmell +1
In practical data integration systems, it is common for the data sources being integrated to provide conflicting information about the same entity. Consequently, a major challenge…
Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes
Yizhou Sun, Charu C. Aggarwal, Jiawei Han
With the rapid development of online social media, online shopping sites and cyber-physical systems, heterogeneous information networks have become increasingly popular and content…
Mining Flipping Correlations from Large Datasets with Taxonomies
Marina Barsky, Sangkyum Kim, Tim Weninger +1
In this paper we introduce a new type of pattern -- a flipping correlation pattern. The flipping patterns are obtained from contrasting the correlations between items at different…