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DC Field | Value | Language |
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dc.contributor.author | Kazakeviciute, A | - |
dc.contributor.author | Olivo, M | - |
dc.date.accessioned | 2019-01-15T11:52:00Z | - |
dc.date.available | 2019-01-15T11:52:00Z | - |
dc.date.issued | 2016 | - |
dc.identifier.citation | GSTF Journal of Mathematics, Statistics and Operations Research (JMSOR) | en_US |
dc.identifier.issn | 2251-3396 | - |
dc.identifier.uri | http://bura.brunel.ac.uk/handle/2438/17347 | - |
dc.description.abstract | Let X be a random variable taking values in a finite dimensional linear space and Y ∈ {0, 1} its associated label. We study the case, where conditional distribution p(x) = P(Y = 1 | X = x) depends on x through some linear form θx. We show that in this case, under a mild assumption on the distribution µ of X, a maximum-likelihood estimator pˆ, as well as the induced class of logistic classifiers, are uniformly (w.r.t. p) consistent. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Global Science and Technology Forum | en_US |
dc.subject | Uniform consistency | en_US |
dc.subject | Logistic classifier | en_US |
dc.subject | Finite-dimensional linear spaces | en_US |
dc.title | A study of logistic classifier: uniform consistency in finite-dimensional linear spaces | en_US |
dc.type | Article | en_US |
dc.relation.isPartOf | JMSOR | - |
pubs.publication-status | Published | - |
Appears in Collections: | Dept of Mathematics Research Papers |
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FullText.pdf | 927.67 kB | Adobe PDF | View/Open |
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