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CORR
2012
Springer
188views Education» more  CORR 2012»
14 years 2 months ago
A Logical Characterization of Constraint-Based Causal Discovery
We present a novel approach to constraintbased causal discovery, that takes the form of straightforward logical inference, applied to a list of simple, logical statements about ca...
Tom Claassen, Tom Heskes
CORR
2012
Springer
214views Education» more  CORR 2012»
14 years 2 months ago
Stochastic Low-Rank Kernel Learning for Regression
We present a novel approach to learn a kernelbased regression function. It is based on the use of conical combinations of data-based parameterized kernels and on a new stochastic ...
Pierre Machart, Thomas Peel, Liva Ralaivola, Sandr...
CORR
2012
Springer
171views Education» more  CORR 2012»
14 years 2 months ago
Discovering causal structures in binary exclusive-or skew acyclic models
Discovering causal relations among observed variables in a given data set is a main topic in studies of statistics and artificial intelligence. Recently, some techniques to disco...
Takanori Inazumi, Takashi Washio, Shohei Shimizu, ...
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CORR
2012
Springer
209views Education» more  CORR 2012»
14 years 2 months ago
Densest Subgraph in Streaming and MapReduce
The problem of finding locally dense components of a graph is an important primitive in data analysis, with wide-ranging applications from community mining to spam detection and ...
Bahman Bahmani, Ravi Kumar, Sergei Vassilvitskii
ICSE
2007
IEEE-ACM
16 years 7 months ago
DECIMAL and PLFaultCAT: From Product-Line Requirements to Product-Line Member Software Fault Trees
PLFaultCAT is a tool for software fault tree analysis (SFTA) during product-line engineering. When linked with DECIMAL, a product-line requirements verification tool, the enhanced...
Josh Dehlinger, Meredith Humphrey, Lada Suvorov, P...