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JMLR
2010
105views more  JMLR 2010»
12 years 11 months ago
When causality matters for prediction
Recent evaluations have indicated that in practice, general methods for prediction which do not account for changes in the conditional distribution of a target variable given feat...
Robert E. Tillman, Peter Spirtes
IJCAI
1997
13 years 6 months ago
A Study of Causal Discovery With Weak Links and Small Samples
Weak causal relationships and small sample size pose two significant difficulties to the automatic discovery of causal models from observational data. This paper examines the infl...
Honghua Dai, Kevin B. Korb, Chris S. Wallace, Xind...
ICDM
2010
IEEE
142views Data Mining» more  ICDM 2010»
13 years 2 months ago
Causal Discovery from Streaming Features
In this paper, we study a new research problem of causal discovery from streaming features. A unique characteristic of streaming features is that not all features can be available ...
Kui Yu, Xindong Wu, Hao Wang, Wei Ding
KES
2005
Springer
13 years 10 months ago
Support for Internet-Based Commonsense Processing - Causal Knowledge Discovery Using Japanese "If" Forms
Abstract. This paper introduces our method for causal knowledge retrieval from the Internet resources, its results and evaluation of using it in utterance creation process. Our sys...
Yali Ge, Rafal Rzepka, Kenji Araki