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Model Selection for Classification with a Large Number of Classes

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Publication:2787380
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DOI10.1007/978-1-4939-0569-0_23zbMath1381.62164OpenAlexW216700734MaRDI QIDQ2787380

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Publication date: 25 February 2016

Published in: Springer Proceedings in Mathematics & Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-1-4939-0569-0_23


zbMATH Keywords

classificationmultivariate analysishigh dimensional datalow sample size


Mathematics Subject Classification ID

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Cites Work

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  • Innovated higher criticism for detecting sparse signals in correlated noise
  • Bayesian feature selection for classification with possibly large number of classes
  • Global testing under sparse alternatives: ANOVA, multiple comparisons and the higher criticism
  • High-dimensional classification using features annealed independence rules
  • A uniform asymptotic expansion for the incomplete gamma function
  • Higher criticism for detecting sparse heterogeneous mixtures.
  • Detection boundary in sparse regression
  • Estimation and confidence sets for sparse normal mixtures


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