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» Bias Windowing for Relational Learning
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ECAI
2004
Springer
13 years 8 months ago
Bias Windowing for Relational Learning
A central issue in relational learning is the choice of an appropriate bias for limiting first-order induction. The purpose of this study is to circumvent this issue within a unifo...
Frédéric Koriche
ICML
2003
IEEE
14 years 5 months ago
Avoiding Bias when Aggregating Relational Data with Degree Disparity
David Jensen, Jennifer Neville, Michael Hay
ILP
2007
Springer
13 years 11 months ago
Bias/Variance Analysis for Relational Domains
Bias/variance analysis is a useful tool for investigating the performance of machine learning algorithms. Conventional analysis decomposes loss into errors due to aspects of the le...
Jennifer Neville, David Jensen
DIS
1998
Springer
13 years 9 months ago
Learning with Globally Predictive Tests
We introduce a new bias for rule learning systems. The bias only allows a rule learner to create a rule that predicts class membership if each test of the rule in isolation is pred...
Michael J. Pazzani