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JournalISSN: 0167-9473

Computational Statistics & Data Analysis 

Elsevier BV
About: Computational Statistics & Data Analysis is an academic journal published by Elsevier BV. The journal publishes majorly in the area(s): Estimator & Regression analysis. It has an ISSN identifier of 0167-9473. Over the lifetime, 6172 publications have been published receiving 193562 citations. The journal is also known as: Computational statistics and data analysis & CSDA.

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Journal ArticleDOI
TL;DR: It is shown that both the approximation accuracy and execution speed of gradient boosting can be substantially improved by incorporating randomization into the procedure.

5,355 citations

Journal ArticleDOI
TL;DR: PLS path modeling can be used for analyzing multiple tables so as to be related to more classical data analysis methods used in this field and some new improvements are proposed.

4,839 citations

Journal ArticleDOI
TL;DR: The development and use of low-rank approximate nonnegative matrix factorization algorithms for feature extraction and identification in the fields of text mining and spectral data analysis and the interpretability of NMF outputs in specific contexts are provided.

1,526 citations

Journal ArticleDOI
TL;DR: The proposed algorithm - very fast, automatic, robust and requiring low storage -provides an efficient smoother for numerous applications in the area of data analysis.

936 citations

No. of papers from the Journal in previous years