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Title: | Facets of Distribution Identities in Probabilistic Team Semantics | Authors: | Hannula, Miika Hirvonen, Asa Kontinen, Juha Kulikov, Vadim VIRTEMA, Jonni |
Issue Date: | 2019 | Publisher: | SPRINGER INTERNATIONAL PUBLISHING AG | Source: | Calimeri, Francesco; Leone, Nicola; Manna, Marco (Ed.). Logics in Artificial Intelligence JELIA 2019, SPRINGER INTERNATIONAL PUBLISHING AG, p. 304 -320 | Series/Report: | Lecture Notes in Artificial Intelligence (LNCS) | Series/Report no.: | 11468 | Abstract: | We study probabilistic team semantics which is a semantical framework allowing the study of logical and probabilistic dependencies simultaneously. We examine and classify the expressive power of logical formalisms arising by different probabilistic atoms such as conditional independence and different variants of marginal distribution equivalences. We also relate the framework to the first-order theory of the reals and apply our methods to the open question on the complexity of the implication problem of conditional independence. | Notes: | Virtema, J (reprint author), Hasselt Univ, Hasselt, Belgium. miika.hannula@helsinki.fi; asa.hirvonen@helsinki.fi; juha.kontinen@helsinki.fi; vadim.kulikov@iki.fi; jonni.virtema@uhasselt.be |
Keywords: | Team semantics;Probabilistic logic;Conditional independence | Document URI: | http://hdl.handle.net/1942/31414 | ISBN: | 9783030195700 9783030195694 |
DOI: | 10.1007/978-3-030-19570-0_20 | ISI #: | WOS:000492971900020 | Rights: | Springer Nature Switzerland AG 2019. | Category: | C1 | Type: | Proceedings Paper | Validations: | ecoom 2020 |
Appears in Collections: | Research publications |
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