Open Problems in Spectral Dimensionality Reduction

Name: Open Problems in Spectral Dimensionality Reduction
Brand: Springer International Publishing AG
SKU: 9783319039428
Price: 213.51 PLN
Availability: InStock

Autor: Harry Strange, Reyer Zwiggelaar

Język:

Oprawa: Miękka

Wydawca: Springer International Publishing AG

Dostępność: Dostępna u dostawcy

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The last few years have seen a great increase in the amount of data available to scientists, yet man...

Informacje o książce

Autor

Harry Strange, Reyer Zwiggelaar

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2014

strony

EAN

9783319039428

ISBN

3319039423

Enbook ID

02267225

Wydawca

Springer International Publishing AG

Waga

1708

Wymiary

155 x 235 x 9

Pełny opis

The last few years have seen a great increase in the amount of data available to scientists, yet many of the techniques used to analyse this data cannot cope with such large datasets. Therefore, strategies need to be employed as a pre-processing step to reduce the number of objects or measurements whilst retaining important information. Spectral dimensionality reduction is one such tool for the data processing pipeline. Numerous algorithms and improvements have been proposed for the purpose of performing spectral dimensionality reduction, yet there is still no gold standard technique. This book provides a survey and reference aimed at advanced undergraduate and postgraduate students as well as researchers, scientists, and engineers in a wide range of disciplines. Dimensionality reduction has proven useful in a wide range of problem domains and so this book will be applicable to anyone with a solid grounding in statistics and computer science seeking to apply spectral dimensionality to their work.

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