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The log-linear group-lasso estimator and its asymptotic properties

The log-linear group-lasso estimator and its asymptotic properties

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_projecteuclid_primary_oai_CULeuclid_euclid_bj_1340887009

The log-linear group-lasso estimator and its asymptotic properties

About this item

Full title

The log-linear group-lasso estimator and its asymptotic properties

Publisher

International Statistical Institute and Bernoulli Society for Mathematical Statistics and Probability

Journal title

Bernoulli : official journal of the Bernoulli Society for Mathematical Statistics and Probability, 2012-08, Vol.18 (3), p.945-974

Language

English

Formats

Publication information

Publisher

International Statistical Institute and Bernoulli Society for Mathematical Statistics and Probability

More information

Scope and Contents

Contents

We define the group-lasso estimator for the natural parameters of the exponential families of distributions representing hierarchical log-linear models under multinomial sampling scheme. Such estimator arises as the solution of a convex penalized likelihood optimization problem based on the group-lasso penalty. We illustrate how it is possible to c...

Alternative Titles

Full title

The log-linear group-lasso estimator and its asymptotic properties

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_projecteuclid_primary_oai_CULeuclid_euclid_bj_1340887009

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_projecteuclid_primary_oai_CULeuclid_euclid_bj_1340887009

Other Identifiers

ISSN

1350-7265

DOI

10.3150/11-BEJ364

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