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Probabilistic soft logic

Probabilistic soft logic (PSL) is a framework for collective, probabilistic reasoning in relational domains. PSL uses first order logic rules as a… (More)
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Topic mentions per year

Topic mentions per year

2010-2016
051020102016

Related topics

Related topics

6 relations
First-order logicFuzzy logicGraphical modelMarkov logic network
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Related mentions per year

Related mentions per year

1949-2018
19401960198020002020
Probabilistic soft logic
Fuzzy logic
Graphical model
First-order logic
Markov logic network
Statistical relational learning

Papers overview

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Highly Cited
2017
Highly Cited
2017
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic
This paper introduces hinge-loss Markov random fields (HL-MRFs), a new class of probabilistic graphical models particularly well… (More)
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2016
2016
Structuring Linked Data Search Results Using Probabilistic Soft Logic
On-the-fly generation of integrated representations of Linked Data (LD) search results is challenging because it requires… (More)
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2014
2014
Probabilistic Soft Logic for Semantic Textual Similarity
Probabilistic Soft Logic (PSL) is a recently developed framework for probabilistic logic. We use PSL to combine logical and… (More)
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2014
2014
Network-Based Drug-Target Interaction Prediction with Probabilistic Soft Logic
Drug-target interaction studies are important because they can predict drugs' unexpected therapeutic or adverse side effects. In… (More)
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2013
2013
Modeling Learner Engagement in MOOCs using Probabilistic Soft Logic
Massive open online courses (MOOCs) attract a large number of student registrations, but recent studies have shown that only a… (More)
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2012
2012
Social Group Modeling with Probabilistic Soft Logic
In this work, we show how to model the group affiliations of social media users using probabilistic soft logic. We consider… (More)
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Review
2012
Review
2012
A Short Introduction to Probabilistic Soft Logic
Probabilistic soft logic (PSL) is a framework for collective, probabilistic reasoning in relational domains. PSL uses first order… (More)
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2012
2012
Graph Summarization in Annotated Data Using Probabilistic Soft Logic
Annotation graphs, made available through the Linked Data initiative and Semantic Web, have significant scientific value. However… (More)
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2012
2012
Probabilistic Soft Logic for Trust Analysis in Social Networks
: weight of rule r : truth value of grounding g Method MAE PSL-Triadic 0.2985 0.0717 0.0944 PSL-Personality 0.2586 0.1681 0.2265… (More)
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2010
2010
Decision-Driven Models with Probabilistic Soft Logic
We introduce the concept of a decision-driven model, a probabilistic model that reasons directly over the uncertain information… (More)
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