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Marc Sumner

dblp:43/4995 · DBLP profile ↗
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2ranked-venue papers
1as first author
0since 2021 · last 2008
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 2 · 1 first-authorDatabases, data management, data science and information retrieval · 1 · 1 first-authorGraphics, computer vision, multimedia, augmented reality and games · 1

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
1 paper
Knowledge representation and reasoning · 50% Graph learning · 50%
Theoretical computer science
1 paper
Computational complexity · 100%

Topics — the 3 heaviest of 3, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Knowledge, reasoning and agents › Knowledge representation and reasoning
probabilistic reasoning
0.112008
A General Method for Reducing the Complexity of Relational Inference and its Application to MCMC · AAAI 2008
Machine learning › Graph learning › relation modeling
relational inference
0.112008
A General Method for Reducing the Complexity of Relational Inference and its Application to MCMC · AAAI 2008
Computational complexity › complexity of reasoning
inference complexity
0.112008
A General Method for Reducing the Complexity of Relational Inference and its Application to MCMC · AAAI 2008

Methods — techniques the papers use, named apart from their topics

MCMC · 0.2
YearPublicationVenuePosition
2008 A General Method for Reducing the Complexity of Relational Inference and its Application to MCMC
Hoifung Poon, Pedro M. Domingos, Marc Sumner
AAAI3
2005 Speeding Up Logistic Model Tree Induction
Marc Sumner, Eibe Frank, Mark A. Hall
PKDD1