Statistical challenges of high-dimensional data (Q42790182)

7 November 2017

Statistical challenges of high-dimensional data (English)

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7 November 2017

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high-dimensional data

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author name string

Iain M Johnstone

series ordinal

1

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7 November 2017

D Michael Titterington

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2

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7 November 2017

language of work or name

English

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publication date

1 November 2009

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Philosophical Transactions of the Royal Society A

7 November 2017

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7 November 2017

367

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1906

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4237-4253

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maintained by WikiProject

7 November 2017

WikiProject Mathematics

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cites work

On Consistency and Sparsity for Principal Components Analysis in High Dimensions

1 reference

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Multivariate analysis and Jacobi ensembles: Largest eigenvalue, Tracy–Widom limits and rates of convergence

27 May 2018

1 reference

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Statistical inference for exploratory data analysis and model diagnostics

27 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2865881

Cherry-picking for complex data: robust structure discovery

27 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2865881

An overview of recent developments in genomics and associated statistical methods

27 May 2018

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On landmark selection and sampling in high-dimensional data analysis

27 May 2018

1 reference

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Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing

27 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2865881

Selective inference in complex research

27 May 2018

1 reference

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Discussion of "Sure Independence Screening for Ultra-High Dimensional Feature Space

27 May 2018

1 reference

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Impossibility of successful classification when useful features are rare and weak

27 May 2018

1 reference

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Higher criticism thresholding: Optimal feature selection when useful features are rare and weak

27 May 2018

1 reference

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Hessian eigenmaps: locally linear embedding techniques for high-dimensional data

27 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2865881

BagBoosting for tumor classification with gene expression data

27 May 2018

1 reference

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27 May 2018

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Nonlinear dimensionality reduction by locally linear embedding

27 May 2018

1 reference

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Properties of diagnostic data distributions

27 May 2018

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Feature selection by higher criticism thresholding achieves the optimal phase diagram.

27 May 2018

1 reference

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Classification of sparse high-dimensional vectors.

16 August 2018

1 reference

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Identifying graph clusters using variational inference and links to covariance parametrization.

16 August 2018

1 reference

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Sufficient dimension reduction and prediction in regression.

16 August 2018

1 reference

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A global geometric framework for nonlinear dimensionality reduction

16 August 2018

1 reference

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The Dantzig selector: Statistical estimation when p is much larger than n

16 August 2018

1 reference

Crossref

https://api.crossref.org/works/10.1098%2FRSTA.2009.0159

For most large underdetermined systems of linear equations the minimal 𝓁1‐norm solution is also the sparsest solution

21 January 2018

1 reference

Crossref

https://api.crossref.org/works/10.1098%2FRSTA.2009.0159

The revolution in crystallography

21 January 2018

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PubMed

https://pubmed.ncbi.nlm.nih.gov/19805443

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Random Forests

1 reference

Astrophysics Data System

15 December 2022

https://ui.adsabs.harvard.edu/abs/2001MachL..45....5B/citations

Identifiers

DOI

10.1098/RSTA.2009.0159

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7 November 2017

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7 November 2017

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