702 search results - page 1 / 141 » Learning Probabilistic Models of Relational Structure |
86
Voted
ECML
2007
Springer
15 years 4 months ago
2007
Springer
Abstract. Existing relational learning approaches usually work on complete relational data, but real-world data are often incomplete. This paper proposes the MGDA approach to learn...
104
Voted
ICML
2001
IEEE
15 years 11 months ago
2001
IEEE
Most real-world data is stored in relational form. In contrast, most statistical learning methods work with "flat" data representations, forcing us to convert our data i...
SCAI
2008
14 years 11 months ago
2008
110
Voted
ILP
1999
Springer
15 years 2 months ago
1999
Springer
Most real-world data is heterogeneous and richly interconnected. Examples include the Web, hypertext, bibliometric data and social networks. In contrast, most statistical learning...
75
Voted
JMLR
2002
14 years 10 months ago
2002
Most real-world data is heterogeneous and richly interconnected. Examples include the Web, hypertext, bibliometric data and social networks. In contrast, most statistical learning...