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Author : Pieter M. Kroonenberg
Publisher :
ISBN 13 : 9066950021
Total Pages : 434 pages
Book Rating : 4.0/5 (669 download)
Download or read book Three-mode Principal Component Analysis written by Pieter M. Kroonenberg and published by . This book was released on 1983 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Age Smilde
Publisher : John Wiley & Sons
ISBN 13 : 0470012102
Total Pages : 396 pages
Book Rating : 4.4/5 (7 download)
Download or read book Multi-way Analysis written by Age Smilde and published by John Wiley & Sons. This book was released on 2005-06-10 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an introduction to the field of multi-way analysis for chemists and chemometricians. Its emphasis is on the ideas behind the method and its pratical applications. Sufficient mathematical background is given to provide a solid understanding of the ideas behind the method. There are currently no other books on the market which deal with this method from the viewpoint of its applications in chemistry. Applicable in many areas of chemistry. No comparable volume currently available. The field is becoming increasingly important.
Author : T. Kailath
Publisher : SIAM
ISBN 13 : 0898714311
Total Pages : 350 pages
Book Rating : 4.8/5 (987 download)
Download or read book Fast Reliable Algorithms for Matrices with Structure written by T. Kailath and published by SIAM. This book was released on 1999-01-01 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with the combined issues of speed and numerical reliability in algorithm development.
Author : Pieter M. Kroonenberg
Publisher : John Wiley & Sons
ISBN 13 : 0470237996
Total Pages : 614 pages
Book Rating : 4.4/5 (72 download)
Download or read book Applied Multiway Data Analysis written by Pieter M. Kroonenberg and published by John Wiley & Sons. This book was released on 2008-02-25 with total page 614 pages. Available in PDF, EPUB and Kindle. Book excerpt: From a preeminent authority—a modern and applied treatment of multiway data analysis This groundbreaking book is the first of its kind to present methods for analyzing multiway data by applying multiway component techniques. Multiway analysis is a specialized branch of the larger field of multivariate statistics that extends the standard methods for two-way data, such as component analysis, factor analysis, cluster analysis, correspondence analysis, and multidimensional scaling to multiway data. Applied Multiway Data Analysis presents a unique, thorough, and authoritative treatment of this relatively new and emerging approach to data analysis that is applicable across a range of fields, from the social and behavioral sciences to agriculture, environmental sciences, and chemistry. General introductions to multiway data types, methods, and estimation procedures are provided in addition to detailed explanations and advice for readers who would like to learn more about applying multiway methods. Using carefully laid out examples and engaging applications, the book begins with an introductory chapter that serves as a general overview of multiway analysis, including the types of problems it can address. Next, the process of setting up, carrying out, and evaluating multiway analyses is discussed along with commonly encountered issues, such as preprocessing, missing data, model and dimensionality selection, postprocessing, and transformation, as well as robustness and stability issues. Extensive examples are presented within a unified framework consisting of a five-step structure: objectives; data description and design; model and dimensionality selection; results and their interpretation; and validation. Procedures featured in the book are conducted using 3WayPack, which is software developed by the author, and analyses can also be carried out within the R and MATLAB systems. Several data sets and 3WayPack can be downloaded via the book's related Web site. The author presents the material in a clear, accessible style without unnecessary or complex formalism, assuring a smooth transition from well-known standard two-analysis to multiway analysis for readers from a wide range of backgrounds. An understanding of linear algebra, statistics, and principal component analyses and related techniques is assumed, though the author makes an effort to keep the presentation at a conceptual, rather than mathematical, level wherever possible. Applied Multiway Data Analysis is an excellent supplement for component analysis and statistical multivariate analysis courses at the upper-undergraduate and beginning graduate levels. The book can also serve as a primary reference for statisticians, data analysts, methodologists, applied mathematicians, and social science researchers working in academia or industry. Visit the Related Website: http://three-mode.leidenuniv.nl/, to view data from the book.
Author : Juan R. Ruiz-Tolosa
Publisher : Springer Science & Business Media
ISBN 13 : 3540270663
Total Pages : 675 pages
Book Rating : 4.5/5 (42 download)
Download or read book From Vectors to Tensors written by Juan R. Ruiz-Tolosa and published by Springer Science & Business Media. This book was released on 2005-12-08 with total page 675 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook deals with tensors that are treated as vectors. Coverage details such new tensor concepts as the rotation of tensors, the transposer tensor, the eigentensors, and the permutation tensor structure. The book covers an existing gap between the classic theory of tensors and the possibility of solving tensor problems with a computer. A complementary computer package, written in Mathematica, is available through the Internet.
Author : Michael W. Berry
Publisher : Springer Science & Business Media
ISBN 13 : 147574305X
Total Pages : 251 pages
Book Rating : 4.4/5 (757 download)
Download or read book Survey of Text Mining written by Michael W. Berry and published by Springer Science & Business Media. This book was released on 2013-03-14 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: Extracting content from text continues to be an important research problem for information processing and management. Approaches to capture the semantics of text-based document collections may be based on Bayesian models, probability theory, vector space models, statistical models, or even graph theory. As the volume of digitized textual media continues to grow, so does the need for designing robust, scalable indexing and search strategies (software) to meet a variety of user needs. Knowledge extraction or creation from text requires systematic yet reliable processing that can be codified and adapted for changing needs and environments. This book will draw upon experts in both academia and industry to recommend practical approaches to the purification, indexing, and mining of textual information. It will address document identification, clustering and categorizing documents, cleaning text, and visualizing semantic models of text.
Author : Yipeng Liu
Publisher : Springer Nature
ISBN 13 : 3030743861
Total Pages : 347 pages
Book Rating : 4.0/5 (37 download)
Download or read book Tensor Computation for Data Analysis written by Yipeng Liu and published by Springer Nature. This book was released on 2021-08-31 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Author : R. Coppi
Publisher : North Holland
ISBN 13 :
Total Pages : 576 pages
Book Rating : 4.:/5 (44 download)
Download or read book Multiway Data Analysis written by R. Coppi and published by North Holland. This book was released on 1989 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book collects together 45 papers covering various aspects of the analysis of multiway data arrays. Mathematical properties of three-way and multiway arrays are investigated and their utilization for the statistical interpretation of complex data sets is emphasized. The volume is divided into 5 chapters. A specific introduction to each chapter has been prepared by the Editorial Board. Different methods of analysis are considered including: longitudinal and multimode factor analysis, generalized canonical analysis, multidimensional scaling, multiway classification techniques, model based approaches. The reader can find many original contributions to this area, as well as interesting applications in several fields of research such as psychology, economics, sociology and bio-medicine.
Author : Norman Frederiksen
Publisher :
ISBN 13 :
Total Pages : 208 pages
Book Rating : 4.:/5 (41 download)
Download or read book Contributions to Mathematical Psychology written by Norman Frederiksen and published by . This book was released on 1964 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665424288
Total Pages : pages
Book Rating : 4.4/5 (242 download)
Download or read book 2021 International Conference on Data Mining Workshops (ICDMW) written by IEEE Staff and published by . This book was released on 2021-12-07 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The conference covers all aspects of data mining, including algorithms, software, systems, and applications
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665431774
Total Pages : pages
Book Rating : 4.4/5 (317 download)
Download or read book 2021 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021) written by IEEE Staff and published by . This book was released on 2021-12-15 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The IEEE conference series on Automatic Face and Gesture Recognition is the premier international forum for research in image and video based face, gesture, and body movement recognition Its broad scope includes advances in fundamental computer vision, pattern recognition, computer graphics, and machine learning techniques relevant to face, gesture, and body action, new algorithms, and analysis of specific applications
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665494908
Total Pages : pages
Book Rating : 4.4/5 (949 download)
Download or read book 2021 17th International Conference on Computational Intelligence and Security (CIS) written by IEEE Staff and published by . This book was released on 2021-11-19 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The CIS 21 conference focuses on the all areas of two crucial fields in information processing computational intelligence (CI) and information security (IS) In particular, CIS 20 conference as usual provides an ideal platform to explore the potential applications of CI models, algorithms and technologies to IS Definitely, the subjects of CIS 19 conference, e g data minging (H 2 8 d), pattern recognition (I 5), machine learning (I 2 6 g), image processing and computer vision (I 4), web based application, and so forth, are closely related to the IEEE Computer Society s fields of interest
Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (129 download)
Download or read book 2021 4th International Conference on Recent Developments in Control, Automation & Power Engineering (RDCAPE) written by and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : IEEE Staff
Publisher :
ISBN 13 : 9781665449908
Total Pages : pages
Book Rating : 4.4/5 (499 download)
Download or read book 2021 IEEE International Conference on Multimedia and Expo Workshops (ICMEW) written by IEEE Staff and published by . This book was released on 2021-07-05 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The workshops will focus on multimedia technologies, theories, applications They will be held together with the main conference ICME 2021 ( 50217 )
