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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Elektronik, Elektro- und Nachrichtentechnik Tensor Computation for Data Analysis
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Tensor Computation for Data Analysis
Yipeng Liu, Jiani Liu, Zhen Long, Ce Zhu (Broschiert, Englisch)
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Beschreibung
Tensor is a natural representation for multi-dimensional data, and tensor computation can avoid possible multi-linear data structure loss in classical matrix computation-based data analysis. This book is intended to provide non-specialists an overall understanding of tensor computation and its applications in data analysis, and benefits researchers, engineers, and students with theoretical,… computational, technical and experimental details. It presents a systematic and up-to-date overview of tensor decompositions from the engineer's point of view, and comprehensive coverage of tensor computation based data analysis techniques. In addition, some practical examples in machine learning, signal processing, data mining, computer vision, remote sensing, and biomedical engineering are also presented for easy understanding and implementation. These data analysis techniques may be further applied in other applications on neuroscience, communication, psychometrics, chemometrics, biometrics, quantum physics, quantum chemistry, etc. The discussion begins with basic coverage of notations, preliminary operations in tensor computations, main tensor decompositions and their properties. Based on them, a series of tensor-based data analysis techniques are presented as the tensor extensions of their classical matrix counterparts, including tensor dictionary learning, low rank tensor recovery, tensor completion, coupled tensor analysis, robust principal tensor component analysis, tensor regression, logistical tensor regression, support tensor machine, multilinear discriminate analysis, tensor subspace clustering, tensor-based deep learning, tensor graphical model and tensor sketch. The discussion also includes a number of typical applications with experimental results, such as image reconstruction, image enhancement, data fusion, signal recovery, recommendation system, knowledge graph acquisition, traffic flow prediction, link prediction, environmental prediction, weather forecasting, background extraction, human pose estimation, cognitive state classification from fMRI, infrared small target detection, heterogeneous information networks clustering, multi-view image clustering, and deep neural network compression. 128,39 €
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Technische Daten
Erscheinungsdatum
02.09.2022
Sprache
Englisch
Originalsprache
Englisch
EAN
9783030743888
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Yipeng Liu, Jiani Liu, Zhen Long, Ce Zhu
Seitenanzahl
338
Einbandart
Broschiert
Schlagwörter
Tensors in Image Processing, Tensors in Computer Vision, Tensor Component Analysis, Matrix and Tensor Variate Data Analysis, Nonnegative Matrix and Tensor Factorizations
Thema-Inhalt
TJFC - Schaltkreise und Komponenten (Bauteile)
TJF - Elektronik
UYS - Digitale Signalverarbeitung (DSP)
GPFC - Kybernetik und Systemtheorie
Höhe
235 mm
Breite
15.5 cm
Hersteller: Palgrave Macmillan, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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