Ortak Bilgi Miktarının Modelden-Baǧımsız ve Hızlı Hesaplanması için Yeni Yöntemler
| dc.contributor.author | Cagdas, Serhat | |
| dc.contributor.author | Karacali, Bilge | |
| dc.date.accessioned | 2019-02-19T11:29:35Z | |
| dc.date.available | 2019-02-19T11:29:35Z | |
| dc.date.issued | 2018 | |
| dc.description | Cagdas, Serhat/0000-0002-2734-1273 | en_US |
| dc.description.abstract | In this study, two new approaches are proposed to calculate mutual information between two random variables from data. These approaches are constructed in a way to use the properties of the differential entropy under linear transformations and to try to minimize conditional entropy in a model-free manner. In comparisons with a widely used mutual information estimator, the Kraskov method, the methods that we termed as unit vector parametrization and data fitting based estimators, offered an advantage in terms of computation speed. | en_US |
| dc.identifier.citation | Çağdaş, S., and Karaçalı, B. (2018 May 2-5). Novel techniques for model-free and fast computation of mutual information. Paper presented at the 26th IEEE Signal Processing and Communications Applications Conference, SIU 2018. doi:10.1109/SIU.2018.8404637 | en_US |
| dc.identifier.doi | 10.1109/SIU.2018.8404637 | |
| dc.identifier.doi | 10.1109/SIU.2018.8404637 | en_US |
| dc.identifier.isbn | 9781538615010 | |
| dc.identifier.issn | 2165-0608 | |
| dc.identifier.scopus | 2-s2.0-85050800266 | |
| dc.identifier.uri | http://doi.org/10.1109/SIU.2018.8404637 | |
| dc.identifier.uri | https://hdl.handle.net/11147/7115 | |
| dc.language.iso | tr | en_US |
| dc.publisher | IEEE | en_US |
| dc.relation.ispartof | 26th IEEE Signal Processing and Communications Applications Conference (SIU) -- MAY 02-05, 2018 -- Izmir, TURKEY | en_US |
| dc.relation.ispartofseries | Signal Processing and Communications Applications Conference | |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Mutual Information | en_US |
| dc.subject | Conditional Entropy | en_US |
| dc.subject | Stimation | en_US |
| dc.subject | Model Free | en_US |
| dc.subject | Non-Parametric | en_US |
| dc.title | Ortak Bilgi Miktarının Modelden-Baǧımsız ve Hızlı Hesaplanması için Yeni Yöntemler | en_US |
| dc.title.alternative | Novel Techniques for Model-Free and Fast Computation of Mutual Information | en_US |
| dc.type | Conference Object | en_US |
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| gdc.author.id | Cagdas, Serhat/0000-0002-2734-1273 | |
| gdc.author.id | Cagdas, Serhat / 0000-0002-2734-1273 | en_US |
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| gdc.description.department | İzmir Institute of Technology. Electrical and Electronics Engineering | en_US |
| gdc.description.departmenttemp | [Cagdas, Serhat; Karacali, Bilge] Izmir Yuksek Teknol Enstitusu, Elekt & Elekt Muhendisligi Bolumu, Izmir, Turkey | en_US |
| gdc.description.endpage | 4 | |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
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