123 search results - page 3 / 25 » Bayesian Algorithms for Causal Data Mining |
ECSQARU
1999
Springer
13 years 10 months ago
1999
Springer
: In this paper we consider the problem of inducing causal relations from statistical data. Although it is well known that a correlation does not justify the claim of a causal rela...
ICDM
2003
IEEE
13 years 11 months ago
2003
IEEE
The Markov Blanket of a target variable is the minimum conditioning set of variables that makes the target independent of all other variables. Markov Blankets inform feature selec...
KDD
2002
ACM
14 years 6 months ago
2002
ACM
We present a closed set data mining paradigm which is particularly e ective for uncovering the kind of deterministic, causal dependencies that characterize much of basic science. ...
UAI
1993
13 years 7 months ago
1993
In previous work we developed a method of learning Bayesian Network models from raw data. This method relies on the well known minimal description length (MDL) principle. The MDL ...
UAI
2003
13 years 7 months ago
2003
This paper considers a method that combines ideas from Bayesian learning, Bayesian network inference, and classical hypothesis testing to produce a more reliable and robust test o...