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103
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AAAI
2008
15 years 1 months ago
Text Categorization with Knowledge Transfer from Heterogeneous Data Sources
Multi-category classification of short dialogues is a common task performed by humans. When assigning a question to an expert, a customer service operator tries to classify the cu...
Rakesh Gupta, Lev-Arie Ratinov
94
Voted
CISIS
2010
IEEE
15 years 6 months ago
Semantic Integration of Heterogeneous Data Sources for Monitoring Frequent-Release Software Projects
Abstract—Open source software teams routinely develop complex software products in frequent-release settings with rather lightweight processes and project documentation. In this ...
Stefan Biffl, Wikan Danar Sunindyo, Thomas Moser
106
Voted
ICDM
2010
IEEE
226views Data Mining» more  ICDM 2010»
14 years 9 months ago
Edge Weight Regularization over Multiple Graphs for Similarity Learning
The growth of the web has directly influenced the increase in the availability of relational data. One of the key problems in mining such data is computing the similarity between o...
Pradeep Muthukrishnan, Dragomir R. Radev, Qiaozhu ...
120
Voted
KDD
2009
ACM
198views Data Mining» more  KDD 2009»
16 years 5 days ago
Heterogeneous source consensus learning via decision propagation and negotiation
Nowadays, enormous amounts of data are continuously generated not only in massive scale, but also from different, sometimes conflicting, views. Therefore, it is important to conso...
Jing Gao, Wei Fan, Yizhou Sun, Jiawei Han
100
Voted
DEXAW
2005
IEEE
132views Database» more  DEXAW 2005»
15 years 5 months ago
Information Integration from Semantically Heterogeneous Biological Data Sources
We present the first prototype of INDUS (Intelligent Data Understanding System), a federated, query-centric system for information integration and knowledge acquisition from dist...
Doina Caragea, Jie Bao, Jyotishman Pathak, Adrian ...