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» Constructive Induction by Analogy
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ICML
2009
IEEE
14 years 8 months ago
Block-wise construction of acyclic relational features with monotone irreducibility and relevancy properties
We describe an algorithm for constructing a set of acyclic conjunctive relational features by combining smaller conjunctive blocks. Unlike traditional level-wise approaches which ...
Filip Zelezný, Ondrej Kuzelka
IJCAI
2003
13 years 9 months ago
Constructing Diverse Classifier Ensembles using Artificial Training Examples
Ensemble methods like bagging and boosting that combine the decisions of multiple hypotheses are some of the strongest existing machine learning methods. The diversity of the memb...
Prem Melville, Raymond J. Mooney
AAAI
2012
11 years 10 months ago
Discovering Constraints for Inductive Process Modeling
Scientists use two forms of knowledge in the construction of explanatory models: generalized entities and processes that relate them; and constraints that specify acceptable combi...
Ljupco Todorovski, Will Bridewell, Pat Langley
CLA
2006
13 years 9 months ago
Type Signature Induction with FCAType
Type signatures are common in modern linguistic theories. Their construction and maintenance is intricate, and therefore, an automatic induction method is desirable. In the present...
Wiebke Petersen
APPINF
2003
13 years 9 months ago
On the Three Forms of Non-deductive Inferences: Induction, Abduction, and Design
Induction and abduction are well known non-deductive inferences. We shall propose that design is also another form of non-deductive inference, and, based on Barwise and Seligmanâ€...
Makoto Kikuchi, Ichiro Nagasaka