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標(biāo)題: Titlebook: Nonlinear Dimensionality Reduction Techniques; A Data Structure Pre Sylvain Lespinats,Benoit Colange,Denys Dutykh Book 2022 The Editor(s) ( [打印本頁]

作者: CLAST    時間: 2025-3-21 18:24
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作者: ALIEN    時間: 2025-3-21 21:53
Sylvain Lespinats,Benoit Colange,Denys Dutykhrapid methods of detection can be created with devices operation in these spectral ranges allowing scanning for weapons, detecting hidden explosives (including plastic landmines), controlling the quality of food and a host of other exciting applications.? This book focuses on mathematical and physic
作者: nocturia    時間: 2025-3-22 00:39

作者: 廚師    時間: 2025-3-22 07:28

作者: Cumbersome    時間: 2025-3-22 12:34

作者: 冒失    時間: 2025-3-22 13:45
Sylvain Lespinats,Benoit Colange,Denys Dutykhrapid methods of detection can be created with devices operation in these spectral ranges allowing scanning for weapons, detecting hidden explosives (including plastic landmines), controlling the quality of food and a host of other exciting applications.? This book focuses on mathematical and physic
作者: ICLE    時間: 2025-3-22 20:02
Sylvain Lespinats,Benoit Colange,Denys Dutykhentary 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
作者: Fantasy    時間: 2025-3-22 23:34
Sylvain Lespinats,Benoit Colange,Denys Dutykhrapid methods of detection can be created with devices operation in these spectral ranges allowing scanning for weapons, detecting hidden explosives (including plastic landmines), controlling the quality of food and a host of other exciting applications.? This book focuses on mathematical and physic
作者: murmur    時間: 2025-3-23 01:48

作者: mosque    時間: 2025-3-23 07:25

作者: alcoholism    時間: 2025-3-23 13:15
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
作者: cartilage    時間: 2025-3-23 17:23
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
作者: Erythropoietin    時間: 2025-3-23 18:45

作者: cocoon    時間: 2025-3-24 00:45
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
作者: Jingoism    時間: 2025-3-24 05:11

作者: arabesque    時間: 2025-3-24 10:16

作者: Acetabulum    時間: 2025-3-24 10:46

作者: ARC    時間: 2025-3-24 17:29
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
作者: 1分開    時間: 2025-3-24 21:18

作者: 平庸的人或物    時間: 2025-3-25 01:30
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
作者: Fsh238    時間: 2025-3-25 04:31
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
作者: agnostic    時間: 2025-3-25 08:17

作者: 親屬    時間: 2025-3-25 12:05
lity 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-978-3-030-81028-3978-3-030-81026-9
作者: angiography    時間: 2025-3-25 17:38

作者: CHAFE    時間: 2025-3-25 22:55

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作者: MILK    時間: 2025-3-26 14:43
Sylvain Lespinats,Benoit Colange,Denys Dutykhs are also presented, e.g.? sub-terahertz imaging from avalanching GaAs bipolar transistors, Josephson junctions as THz sources, semiconductor materials for pulsed THz sources,? superconducting THz electronics with Josephson vortices.? In summary this book delivers a global picture of the state of t
作者: 翻布尋找    時間: 2025-3-26 19:37
Sylvain Lespinats,Benoit Colange,Denys Dutykhs are also presented, e.g.? sub-terahertz imaging from avalanching GaAs bipolar transistors, Josephson junctions as THz sources, semiconductor materials for pulsed THz sources,? superconducting THz electronics with Josephson vortices.? In summary this book delivers a global picture of the state of t
作者: ectropion    時間: 2025-3-27 00:35
Book 2022 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
作者: MOTTO    時間: 2025-3-27 01:13

作者: inquisitive    時間: 2025-3-27 07:00

作者: OASIS    時間: 2025-3-27 12:40
cation of the methods to the representation of expert-designThis 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, relyi
作者: myocardium    時間: 2025-3-27 15:59

作者: ASSAY    時間: 2025-3-27 20:53
http://image.papertrans.cn/n/image/667401.jpg
作者: aquatic    時間: 2025-3-28 01:16
https://doi.org/10.1007/978-3-030-81026-9dimensionality reduction; data mining; intrinsic dimensionality; mapping evaluation; high dimensional da
作者: 放逐    時間: 2025-3-28 02:15

作者: 犬儒主義者    時間: 2025-3-28 07:47
Map Interpretation,Map interpretation encompasses several tools enhancing the map with additional information. Some allow to study the link between axes of the data and embedding space, as detailed Sect. 4.1, while other perform local evaluation of distortions deriving concepts of global map evaluation, as described in Sects. 4.2 and 4.3.
作者: BARB    時間: 2025-3-28 11:40

作者: paradigm    時間: 2025-3-28 14:35
Conclusions,Dimensionality Reduction (DR) enables analysts to perform visual exploration of high dimensional data by providing a low-dimensional representation. On its own, it allows, for instance, to identify at a glance data structures such as clusters, hierarchies or outliers.
作者: indices    時間: 2025-3-28 21:39

作者: cushion    時間: 2025-3-29 02:45
Intrinsic Dimensionality,umed to live in a manifold whose dimensionality is lower than that of the data space dimensionality. The effective dimensionality of data is called intrinsic dimensionality. Its estimation is detailed Sect. 2.2.
作者: 平庸的人或物    時間: 2025-3-29 05:20
Stress Functions for Supervised Dimensionality Reduction,tion for which the desired output must be provided for a training set. Yet, DR is sometimes applied to datasets for which such annotations are available (e.g., class-information). In this context, supervised dimensionality reduction methods seek to take advantage of that information to improve the representation of the data structure.
作者: 胰臟    時間: 2025-3-29 09:43
Optimization, Acceleration and Out of Sample Extensions, effectively used (Sect. 7.1). It then addresses the issue of time and space complexity and DR techniques acceleration (Sect. 7.2). Finally, it dives into out of sample extension of the mapping, which allows to position new data points a posteriori onto a given map (Sect. 7.3).




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