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» Learning the Common Structure of Data
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155
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TCS
2011
14 years 10 months ago
Two faces of active learning
An active learner has a collection of data points, each with a label that is initially hidden but can be obtained at some cost. Without spending too much, it wishes to find a cla...
Sanjoy Dasgupta
101
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GI
2005
Springer
15 years 9 months ago
Alignment of Product Master Data
: Market research draws a coherent picture of the market based on extensive observations of sales acts from numerous data sources. As the data sources refer to the products sold al...
Thomas Kirsche, Gerhard Baumann, Anja Schanzenberg...
136
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ICML
2004
IEEE
15 years 9 months ago
Active learning using pre-clustering
The paper is concerned with two-class active learning. While the common approach for collecting data in active learning is to select samples close to the classification boundary,...
Hieu Tat Nguyen, Arnold W. M. Smeulders
135
Voted
DEXAW
2005
IEEE
132views Database» more  DEXAW 2005»
15 years 9 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 ...
141
Voted
NIPS
2008
15 years 5 months ago
Learning Bounded Treewidth Bayesian Networks
With the increased availability of data for complex domains, it is desirable to learn Bayesian network structures that are sufficiently expressive for generalization while at the ...
Gal Elidan, Stephen Gould