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Conditional distribution variability measures for causality detection
dc.contributor.author | Rodríguez Fonollosa, José Adrián |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2020-01-17T19:03:37Z |
dc.date.issued | 2019 |
dc.identifier.citation | Fonollosa, J. A. R. Conditional distribution variability measures for causality detection. A: "Cause effect pairs in machine learning". Berlín: Springer, 2019, p. 339-347. |
dc.identifier.isbn | 978-3-030-21809-6 |
dc.identifier.uri | http://hdl.handle.net/2117/175239 |
dc.description.abstract | In this paper we derive variability measures for the conditional probability distributions of a pair of random variables, and we study its application in the inference of causal-effect relationships. We also study the combination of the proposed measures with standard statistical measures in the framework of the ChaLearn cause-effect pair challenge. The developed model obtains an AUC score of 0.82 on the final test database and ranked second in the challenge. |
dc.format.extent | 9 p. |
dc.language.iso | eng |
dc.publisher | Springer |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Aprenentatge automàtic |
dc.subject.lcsh | Machine learning |
dc.subject.other | Causality detection |
dc.subject.other | Cause-effect pair challenge |
dc.title | Conditional distribution variability measures for causality detection |
dc.type | Part of book or chapter of book |
dc.subject.lemac | Aprenentatge automàtic |
dc.contributor.group | Universitat Politècnica de Catalunya. VEU - Grup de Tractament de la Parla |
dc.identifier.doi | 10.1007/978-3-030-21810-2_12 |
dc.description.peerreviewed | Peer Reviewed |
dc.relation.publisherversion | https://link.springer.com/book/10.1007/978-3-030-21810-2 |
dc.rights.access | Restricted access - publisher's policy |
local.identifier.drac | 26498992 |
dc.description.version | Postprint (published version) |
dc.date.lift | 10000-01-01 |
local.citation.author | Fonollosa, José A. R. |
local.citation.pubplace | Berlín |
local.citation.publicationName | Cause effect pairs in machine learning |
local.citation.startingPage | 339 |
local.citation.endingPage | 347 |
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