Machine Learning, volume 73, issue 1, pages 3-23

Structured machine learning: the next ten years

Thomas G. Dietterich ¹

PEDRO DOMINGOS ²

LISE GETOOR ³

Stephen Muggleton ⁴

Prasad Tadepalli ¹

Hide authors affiliations Show authors affiliations: 4 affiliations

Oregon State University, Corvallis, USA |

University Of Washington, Seattle, USA |

University of Maryland, College park, USA |

⁴

Imperial College, London, UK |

Publication type: Journal Article

Publication date: 2008-08-20

Springer Nature

Journal: Machine Learning

SJR: 1.720

CiteScore: 11.0

Impact factor: 4.3

ISSN: 08856125, 15730565

DOI: 10.1007/s10994-008-5079-1

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Artificial Intelligence

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Abstract

The field of inductive logic programming (ILP) has made steady progress, since the first ILP workshop in 1991, based on a balance of developments in theory, implementations and applications. More recently there has been an increased emphasis on Probabilistic ILP and the related fields of Statistical Relational Learning (SRL) and Structured Prediction. The goal of the current paper is to consider these emerging trends and chart out the strategic directions and open problems for the broader area of structured machine learning for the next 10 years.

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GOST |

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GOST Copy

Dietterich T. G. et al. Structured machine learning: the next ten years // Machine Learning. 2008. Vol. 73. No. 1. pp. 3-23.

GOST all authors (up to 50) Copy

Dietterich T. G., DOMINGOS P., GETOOR L., Muggleton S., Tadepalli P. Structured machine learning: the next ten years // Machine Learning. 2008. Vol. 73. No. 1. pp. 3-23.

RIS |

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RIS Copy

TY - JOUR

DO - 10.1007/s10994-008-5079-1

UR - https://doi.org/10.1007/s10994-008-5079-1

TI - Structured machine learning: the next ten years

T2 - Machine Learning

AU - Dietterich, Thomas G.

AU - DOMINGOS, PEDRO

AU - GETOOR, LISE

AU - Muggleton, Stephen

AU - Tadepalli, Prasad

PY - 2008

DA - 2008/08/20

PB - Springer Nature

SP - 3-23

IS - 1

VL - 73

SN - 0885-6125

SN - 1573-0565

ER -

BibTex |

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BibTex (up to 50 authors) Copy

@article{2008_Dietterich,

author = {Thomas G. Dietterich and PEDRO DOMINGOS and LISE GETOOR and Stephen Muggleton and Prasad Tadepalli},

title = {Structured machine learning: the next ten years},

journal = {Machine Learning},

year = {2008},

volume = {73},

publisher = {Springer Nature},

month = {aug},

url = {https://doi.org/10.1007/s10994-008-5079-1},

number = {1},

pages = {3--23},

doi = {10.1007/s10994-008-5079-1}

}

MLA

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MLA Copy

Dietterich, Thomas G., et al. “Structured machine learning: the next ten years.” Machine Learning, vol. 73, no. 1, Aug. 2008, pp. 3-23. https://doi.org/10.1007/s10994-008-5079-1.

Found error?

Publisher

Springer Nature

Journal

Machine Learning

SJR

1.720

CiteScore

11.0

Impact factor

4.3

ISSN

08856125 (Print)

15730565 (Electronic)