Titlebook: Nonlinear Dimensionality Reduction Techniques; A Data Structure Pre Sylvain Lespinats,Benoit Colange,Denys Dutykh Book 2022 The Editor(s) (

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entary material: Terahertz (THz) and Mid-Infrared (MIR) radiation (TERA-MIR) can be transmitted through nearly any material without causing biological harm. Novel and rapid methods of detection can be created with devices operation in these spectral ranges allowing scanning for weapons, detecting hi

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Data Science Context,ool extracting variable (manifold learning) for other automated tasks (e.g., classification, clustering, regression), and as a mapping technique allowing to visualize multidimensional data in a low-dimensional space (spatialization). In the process, it also introduces some general tools of data anal

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Map Evaluation,re several maps. This may be used to select the best of several techniques for embedding a dataset or to tune the hyper-parameters of a given technique. It strives to measure the amount of distortions of the data structure, but differ from local evaluation for map interpretation (see Chap. .), which

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conductor materials for pulsed THz sources,  superconducting THz electronics with Josephson vortices.  In summary this book delivers a global picture of the state of t978-94-007-0771-9978-94-007-0769-6Series ISSN 1874-6500 Series E-ISSN 1874-6535

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Sylvain Lespinats,Benoit Colange,Denys Dutykhconductor materials for pulsed THz sources,  superconducting THz electronics with Josephson vortices.  In summary this book delivers a global picture of the state of t978-94-007-0771-9978-94-007-0769-6Series ISSN 1874-6500 Series E-ISSN 1874-6535