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Probabilistic soft logic

Known as: PSL 
Probabilistic soft logic (PSL) is a framework for collective, probabilistic reasoning in relational domains. PSL uses first order logic rules as a… 
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6 relations
First-order logicFuzzy logicGraphical modelMarkov logic network
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Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2018
2018
Scalable Structure Learning for Probabilistic Soft Logic
Statistical relational frameworks such as Markov logic networks and probabilistic soft logic (PSL) encode model structure with… 
Highly Cited
2017
Highly Cited
2017
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic: A Scalable Approach to Structured Prediction
A fundamental challenge in developing high-impact machine learning technologies is balancing the need to model rich, structured… 
2016
2016
A Probabilistic Soft Logic Based Approach to Exploiting Latent and Global Information in Event Classification
Global information such as event-event association, and latent local information such as fine-grained entity types, are crucial… 
2016
2016
Identifying Chinese lexical inference using probabilistic soft logic
Lexical inference problem is a significant component of some recent core AI and NLP research problems like machine reading and… 
Highly Cited
2015
Highly Cited
2015
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models
In this work, we build an entity/event-level sentiment analysis system, which is able to recognize and infer both explicit and… 
Highly Cited
2014
Highly Cited
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… 
Highly Cited
2013
Highly Cited
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… 
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… 
2012
2012
Probabilistic soft logic for trust analysis in social networks
Trust plays a key role in social interactions. Explicitly modeling trust is therefore an important aspect of social network… 
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… 
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