منابع مشابه
Conditioning probabilistic databases
Past research on probabilistic databases has studied the problem of answering queries on a static database. Application scenarios of probabilistic databases however often involve the conditioning of a database using additional information in the form of new evidence. The conditioning problem is thus to transform a probabilistic database of priors into a posterior probabilistic database which is...
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The paper discusses probabilistic belief change, in particular the type of change occurring when information is added which is consistent with the old beliefs. In the AGM theory of belief revision this type of belief change is known as an expansion, and is usually considered to be easy compared to revision and contraction, the two other main types of belief changes the AGM theory distinguishes....
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Anglican is a probabilistic programming system designed to interoperate with Clojure and other JVM languages. We describe the implementation of Anglican and illustrate how its design facilitates both explorative and industrial use of probabilistic programming.
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Automated planning is a major topic of research in artificial intelligence, and enjoys a long and distinguished history. The classical paradigm assumes a distinguished initial state, comprised of a set of facts, and is defined over a set of actions which change that state in one way or another. Planning in many real-world settings, however, is much more involved: an agent’s knowledge is almost ...
متن کاملProbabilistic Logic Programming in Action
Probabilistic Programming (PP) has recently emerged as an effective approach for building complex probabilistic models. Until recently PP was mostly focused on functional programming while now Probabilistic Logic Programming (PLP) forms a significant subfield. In this paper we aim at presenting a quick overview of the features of current languages and systems for PLP. We first present the basic...
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ژورنال
عنوان ژورنال: ACM Transactions on Programming Languages and Systems
سال: 2018
ISSN: 0164-0925,1558-4593
DOI: 10.1145/3156018