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A literature review of (sparse) exponential family PCA

Smallman, Luke and Artemiou, Andreas ORCID: https://orcid.org/0000-0002-7501-4090 2022. A literature review of (sparse) exponential family PCA. Journal of Statistical Theory and Practice 16 , 14. 10.1007/s42519-021-00238-4

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Abstract

This is a brief overview of the methodology around exponential family PCA. We revisit classic PCA methodology and we focus on exponential family PCA due to it's applicability on a number of distributions and hence a wide variety of problems. We discuss the applicability of these methods to text data analysis due to the high-dimensional and sparse nature of these data.

Item Type: Article
Date Type: Publication
Status: Published
Schools: Mathematics
Subjects: Q Science > QA Mathematics
Additional Information: This article is licensed under a Creative Commons Attribution 4.0 International License
Publisher: Taylor and Francis
ISSN: 1559-8616
Date of First Compliant Deposit: 4 January 2022
Date of Acceptance: 25 December 2021
Last Modified: 10 May 2023 16:23
URI: https://orca.cardiff.ac.uk/id/eprint/146313

Citation Data

Cited 1 time in Scopus. View in Scopus. Powered By Scopus® Data

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