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Nonlinear Dimensionality Reduction Techniques: A Data Structure Preservation Approach book cover by Sylvain Lespinats, Benoit Colange, Denys Dutykh
Paperback

Nonlinear Dimensionality Reduction Techniques: A Data Structure Preservation Approach

by Sylvain Lespinats , Benoit Colange and Denys Dutykh

Paperback · 247 pages Springer International Publishing · 2022

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About the book

Nonlinear Dimensionality Reduction Techniques

This book proposes tools for analysis of multidimensional and metric data, by establishing a state-of-the-art of the existing solutions and developing new ones. It mainly focuses on visual exploration of these data by a human analyst, relying on a 2D or 3D scatter plot display obtained through Dimensionality Reduction. 

Performing diagnosis of an energy system requires identifying relations between observed monitoring variables and the associated internal state of the system. Dimensionality reduction, which allows to represent visually a multidimensional dataset, constitutes a promising tool to help domain experts to analyse these relations. This book reviews existing techniques for visual data exploration and dimensionality reduction such as tSNE and Isomap, and proposes new solutions to challenges in that field. 

In particular, it presents the new unsupervised technique ASKI and the supervised methods ClassNeRV and ClassJSE. Moreover, MING, a new approach for local map quality evaluation is also introduced. These methods are then applied to the representation of expert-designed fault indicators for smart-buildings, I-V curves for photovoltaic systems and acoustic signals for Li-ion batteries.




The book, Nonlinear Dimensionality Reduction Techniques: A Data Structure Preservation Approach [Bulk, Wholesale, Quantity] ISBN#9783030810283 in Paperback by Sylvain Lespinats, Benoit Colange, Denys Dutykh may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Springer International Publishing
Authors
Sylvain Lespinats , Benoit Colange , Denys Dutykh
Format
Paperback
Published
Dec 4, 2022
ISBN-13
9783030810283
Pages
247
Printing
Printed on demand
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CopiesPrice per copyYou save
25 – 49 $123.19 12% off list
50 – 99 $121.79 13% off list
100+ $120.39 14% off list
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