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Biography and future challenges

delete2011-09-05
delete90
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OA
AI
S
Stephen Muggleton *
L
Luc De Raedt
D
David Poole
I
Ivan Bratko
P
Peter Flach
K
Katsumi Inoue
A
Ashwin Srinivasan
DOI:10.1007/s10994-011-5259-2delete
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摘要

摘要

En 中文
Inductive Logic Programming (ILP) is an area of Machine Learning which has now reached its twentieth year. Using the analogy of a human biography this paper recalls the development of the subject from its infancy through childhood and teenage years. We show how in each phase ILP has been characterised by an attempt to extend theory and implementations in tandem with the development of novel and challenging real-world applications. Lastly, by projection we suggest directions for research which will help the subject coming of age.
Keyword:
Inductive Logic Programming
(Statistical) relational learning
Structured data in Machine Learning

期刊

Machine Learning 封面图
Machine Learning
IF:
2.9
论文数:
2.7K
被引数:
3.4W

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U
University of Ljubljana
学者数:
1.5W
论文数: 1.3W
被引数: 1.7W
K
KU Leuven
学者数:
5.7W
论文数: 5.2W
被引数: 8.1W
N
national institute of informatics (nii) - japan
学者数:
453
论文数: 420
被引数: 0
R
research organization of information & systems (rois)
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2.8K
论文数: 3.2K
被引数: 2
I
Imperial College London
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8.3W
论文数: 7.3W
被引数: 11.1W
U
University of Bristol
学者数:
3.1W
论文数: 3.0W
被引数: 5.3W
U
University of British Columbia
学者数:
7.0W
论文数: 6.1W
被引数: 8.6W
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