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ICML
2007
IEEE
14 years 5 months ago
Statistical predicate invention
We propose statistical predicate invention as a key problem for statistical relational learning. SPI is the problem of discovering new concepts, properties and relations in struct...
Stanley Kok, Pedro Domingos
IJCAI
2007
13 years 5 months ago
Change of Representation for Statistical Relational Learning
Statistical relational learning (SRL) algorithms learn statistical models from relational data, such as that stored in a relational database. We previously introduced view learnin...
Jesse Davis, Irene M. Ong, Jan Struyf, Elizabeth S...
ECML
1998
Springer
13 years 8 months ago
Predicate Invention and Learning from Positive Examples Only
Previous bias shift approaches to predicate invention are not applicable to learning from positive examples only, if a complete hypothesis can be found in the given language, as ne...
Henrik Boström
EKAW
2004
Springer
13 years 10 months ago
Invented Predicates to Reduce Knowledge Acquisition
Hendra Suryanto, Paul Compton
ILP
1998
Springer
13 years 8 months ago
Repeat Learning Using Predicate Invention
Khalid Khan, Stephen Muggleton, Rupert Parson