Hannula , M , Hirvonen , Å , Kontinen , J , Kulikov , V & Virtema , J 2019 , Facets of Distribution Identities in Probabilistic Team Semantics . in F Calimeri , N Leone & M Manna (eds) , Logics in Artificial Intelligence : 16th European Conference, JELIA 2019, Rende, Italy, May 7–11, 2019, Proceedings . vol. 11468 , Lecture Notes in Computer Science , vol. 11468 , Springer , pp. 304-320 , The 16th European Conference on Logics in Artificial Intelligence (JELIA 2019) , 07/05/2019 . https://doi.org/10.1007/978-3-030-19570-0_20
Julkaisun nimi: | Facets of Distribution Identities in Probabilistic Team Semantics |
Tekijä: | Hannula, Miika; Hirvonen, Åsa; Kontinen, Juha; Kulikov, Vadim; Virtema, Jonni |
Muu tekijä: |
Calimeri, Francesco
Leone, Nicola Manna, Marco |
Tekijän organisaatio: | Department of Mathematics and Statistics |
Julkaisija: | Springer |
Päiväys: | 2019 |
Kieli: | eng |
Sivumäärä: | 17 |
Kuuluu julkaisusarjaan: | Logics in Artificial Intelligence |
Kuuluu julkaisusarjaan: | Lecture Notes in Computer Science |
ISBN: | 9783030195694 9783030195700 |
ISSN: | 0302-9743 |
DOI-tunniste: | https://doi.org/10.1007/978-3-030-19570-0_20 |
URI: | http://hdl.handle.net/10138/310088 |
Tiivistelmä: | 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. |
Avainsanat: |
111 Mathematics
Team semantics Probabilistic logic Conditional independence |
Vertaisarvioitu: | Kyllä |
Pääsyrajoitteet: | openAccess |
Rinnakkaistallennettu versio: | acceptedVersion |
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