acceptance rate = 22 %We introduce First Order ProbLog, an extension of first order logic with soft constraints where formulas are guarded by probabilistic facts. The paper defines a semantics for FOProbLog, develops a translation into ProbLog, a system that allows a user to compute the probability of a query in a similar setting restricted to Horn clauses, and reports on initial experience with inference.status: publishe
Invited TalkProbabilistic logic programs [4] combine the power of a pro- gramming language with a po...
In order to handle real-world problems, state-of-the-art probabilistic logic and learning frameworks...
Invited talk.A multitude of different probabilistic programming languages exists today, all extendin...
A program in the Probabilistic Logic Programming language ProbLog defines a distribution over possib...
Logic is the fundament of many Artificial Intelligence (A.I.) systems as it provides an intuitive me...
We present ProbLog2, the state of the art implementation of the probabilistic programming language P...
We introduce First Order ProbLog, an extension of first order logic with soft constraints where form...
One of the key challenges in artificial intelligence is the integration of machine learning, relatio...
In the last decade remarkable progress has been made on combining statistical machine learning techn...
Logic is the fundament of many Artificial Intelligence (A.I.) systems as it provides an intuitive me...
ProbLog is a system that allows a user to compute (or approximate) the probability of a query in a t...
invited talkThe ability to reason about large numbers of objects, their attributes, and relationship...
ProbLog is a recently introduced probabilistic extension of the logic programming language Prolog, i...
In state-of-the-art probabilistic logic and learning frameworks, such as ProbLog, inference is reduc...
One of the key challenges in artificial intelligence is the integration of machine learning, relatio...
Invited TalkProbabilistic logic programs [4] combine the power of a pro- gramming language with a po...
In order to handle real-world problems, state-of-the-art probabilistic logic and learning frameworks...
Invited talk.A multitude of different probabilistic programming languages exists today, all extendin...
A program in the Probabilistic Logic Programming language ProbLog defines a distribution over possib...
Logic is the fundament of many Artificial Intelligence (A.I.) systems as it provides an intuitive me...
We present ProbLog2, the state of the art implementation of the probabilistic programming language P...
We introduce First Order ProbLog, an extension of first order logic with soft constraints where form...
One of the key challenges in artificial intelligence is the integration of machine learning, relatio...
In the last decade remarkable progress has been made on combining statistical machine learning techn...
Logic is the fundament of many Artificial Intelligence (A.I.) systems as it provides an intuitive me...
ProbLog is a system that allows a user to compute (or approximate) the probability of a query in a t...
invited talkThe ability to reason about large numbers of objects, their attributes, and relationship...
ProbLog is a recently introduced probabilistic extension of the logic programming language Prolog, i...
In state-of-the-art probabilistic logic and learning frameworks, such as ProbLog, inference is reduc...
One of the key challenges in artificial intelligence is the integration of machine learning, relatio...
Invited TalkProbabilistic logic programs [4] combine the power of a pro- gramming language with a po...
In order to handle real-world problems, state-of-the-art probabilistic logic and learning frameworks...
Invited talk.A multitude of different probabilistic programming languages exists today, all extendin...