Multiview Machine Learning

Multiview Machine Learning PDF Author: Shiliang Sun
Publisher: Springer
ISBN: 9811330298
Category : Computers
Languages : en
Pages : 155

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Book Description
This book provides a unique, in-depth discussion of multiview learning, one of the fastest developing branches in machine learning. Multiview Learning has been proved to have good theoretical underpinnings and great practical success. This book describes the models and algorithms of multiview learning in real data analysis. Incorporating multiple views to improve the generalization performance, multiview learning is also known as data fusion or data integration from multiple feature sets. This self-contained book is applicable for multi-modal learning research, and requires minimal prior knowledge of the basic concepts in the field. It is also a valuable reference resource for researchers working in the field of machine learning and also those in various application domains.

Multiview Machine Learning

Multiview Machine Learning PDF Author: Shiliang Sun
Publisher: Springer
ISBN: 9811330298
Category : Computers
Languages : en
Pages : 155

Get Book Here

Book Description
This book provides a unique, in-depth discussion of multiview learning, one of the fastest developing branches in machine learning. Multiview Learning has been proved to have good theoretical underpinnings and great practical success. This book describes the models and algorithms of multiview learning in real data analysis. Incorporating multiple views to improve the generalization performance, multiview learning is also known as data fusion or data integration from multiple feature sets. This self-contained book is applicable for multi-modal learning research, and requires minimal prior knowledge of the basic concepts in the field. It is also a valuable reference resource for researchers working in the field of machine learning and also those in various application domains.

Multi-aspect Learning

Multi-aspect Learning PDF Author: Richi Nayak
Publisher: Springer Nature
ISBN: 3031335600
Category : Computers
Languages : en
Pages : 191

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Book Description
This book offers a detailed and comprehensive analysis of multi-aspect data learning, focusing especially on representation learning approaches for unsupervised machine learning. It covers state-of-the-art representation learning techniques for clustering and their applications in various domains. This is the first book to systematically review multi-aspect data learning, incorporating a range of concepts and applications. Additionally, it is the first to comprehensively investigate manifold learning for dimensionality reduction in multi-view data learning. The book presents the latest advances in matrix factorization, subspace clustering, spectral clustering and deep learning methods, with a particular emphasis on the challenges and characteristics of multi-aspect data. Each chapter includes a thorough discussion of state-of-the-art of multi-aspect data learning methods and important research gaps. The book provides readers with the necessary foundational knowledge to apply these methods to new domains and applications, as well as inspire new research in this emerging field.

Recent Advancements in Multi-View Data Analytics

Recent Advancements in Multi-View Data Analytics PDF Author: Witold Pedrycz
Publisher: Springer Nature
ISBN: 3030952398
Category : Computers
Languages : en
Pages : 346

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Book Description
This book provides timely studies on multi-view facets of data analytics by covering recent trends in processing and reasoning about data originating from an array of local sources. A multi-view nature of data analytics is encountered when working with a variety of real-world scenarios including clustering, consensus building in decision processes, computer vision, knowledge representation, big data, data streaming, among others. The chapters demonstrate recent pursuits in the methodology, theory, advanced algorithms, and applications of multi-view data analytics and bring new perspectives of data interpretation. The timely book will appeal to a broad readership including both researchers and practitioners interested in gaining exposure to the rapidly growing trend of multi-view data analytics and intelligent systems.

Multi-dimensional Imaging

Multi-dimensional Imaging PDF Author: Bahram Javidi
Publisher: John Wiley & Sons
ISBN: 1118706196
Category : Technology & Engineering
Languages : en
Pages : 464

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Book Description
Provides a broad overview of advanced multidimensional imaging systems with contributions from leading researchers in the field Multi-dimensional Imaging takes the reader from the introductory concepts through to the latest applications of these techniques. Split into 3 parts covering 3D image capture, processing, visualization and display, using 1) a Multi-View Approach and 2.) a Holographic Approach, followed by a 3rd part addressing other 3D systems approaches, applications and signal processing for advanced 3D imaging. This book describes recent developments, as well as the prospects and challenges in advances in imaging sciences and engineering such as 3D image sensing, 3D holographic imaging, imaging applications for bio-photonics and 3D image recognition. Advanced imaging systems incorporate knowledge from various fields. It is a complex technology that combines physics, optics, signal processing, and image capture techniques. Provides a broad overview of advanced multidimensional imaging systems with contributions from leading researchers in the field. Integrates the background, introductory material with new advances in 3D imaging and applications. Covers the most recent technologies such as high speed digital holography, compressive sensing, real-time 3D integral imaging, 3D TV, photon counting imaging. To be available as an enhanced ebook with added functionality of colour films showing the effects of advanced 3D applications such as 3D microscopy, 3D biomedical imaging and 3D for security and defense applications. Acts as a single source reference to the rapidly developing field of 3D imaging technology. Provides supplementary material on a companion website including video clips, examples, numerical simulations, and experimental results to show the theoretical concepts. With contributions from leading researchers from across these fields, Multi-dimensional Imaging is a comprehensive reference for the imaging technology research community.

Probabilistic Models and Inference for Multi-View People Detection in Overlapping Depth Images

Probabilistic Models and Inference for Multi-View People Detection in Overlapping Depth Images PDF Author: Wetzel, Johannes
Publisher: KIT Scientific Publishing
ISBN: 3731511770
Category : Technology & Engineering
Languages : en
Pages : 204

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Book Description
In this work, the task of wide-area indoor people detection in a network of depth sensors is examined. In particular, we investigate how the redundant and complementary multi-view information, including the temporal context, can be jointly leveraged to improve the detection performance. We recast the problem of multi-view people detection in overlapping depth images as an inverse problem and present a generative probabilistic framework to jointly exploit the temporal multi-view image evidence.

Multiple View Geometry in Computer Vision

Multiple View Geometry in Computer Vision PDF Author: Richard Hartley
Publisher: Cambridge University Press
ISBN: 1139449141
Category : Computers
Languages : en
Pages : 676

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Book Description
A basic problem in computer vision is to understand the structure of a real world scene given several images of it. Techniques for solving this problem are taken from projective geometry and photogrammetry. Here, the authors cover the geometric principles and their algebraic representation in terms of camera projection matrices, the fundamental matrix and the trifocal tensor. The theory and methods of computation of these entities are discussed with real examples, as is their use in the reconstruction of scenes from multiple images. The new edition features an extended introduction covering the key ideas in the book (which itself has been updated with additional examples and appendices) and significant new results which have appeared since the first edition. Comprehensive background material is provided, so readers familiar with linear algebra and basic numerical methods can understand the projective geometry and estimation algorithms presented, and implement the algorithms directly from the book.

God and Morality

God and Morality PDF Author: R. Keith Loftin
Publisher: InterVarsity Press
ISBN: 0830863451
Category : Religion
Languages : en
Pages : 193

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Book Description
Is morality dependent upon belief in God? Is there more than one way for Christians to understand the nature of morality? Is there any agreement between Christians and atheists or agnostics on this heated issue? In God and Morality: Four Views four distinguished voices in moral philosophy ariticulate and defend their place in the current debate between naturalism and theism. Christian philosophers, Keith Yandell and Mark Linville and two self-identified atheist/agnostics, Evan Fales and Michael Ruse clearly and honestly represent their differing views on the nature of morality. Important differences as well as areas of overlap emerge as each contributor states their case, receives criticism from the others and responds. Of particular value for use as an academic text, these four essays and responses, covering the naturalist moral non-realist, naturalist moral realist, moral essentialist and moral particularist views, will foster critical thinking and contribute to the development of a well-informed position on this very important issue.

Biblical Hermeneutics

Biblical Hermeneutics PDF Author: Stanley E. Porter
Publisher: InterVarsity Press
ISBN: 0830869999
Category : Religion
Languages : en
Pages : 226

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Book Description
This book presents proponents of five approaches to biblical hermeneutics and allows them to respond to each other. The five approaches are the historical-critical/grammatical (Craig Blomberg), redemptive-historical (Richard Gaffin), literary/postmodern (Scott Spencer), canonical (Robert Wall) and philosophical/theological (Merold Westphal) views.

Programming ASP.NET 3.5

Programming ASP.NET 3.5 PDF Author: Jesse Liberty
Publisher: "O'Reilly Media, Inc."
ISBN: 0596554079
Category : Computers
Languages : en
Pages : 1170

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Book Description
With Programming ASP.NET 3.5, you'll quickly learn to create state-of-the-art applications using Microsoft's popular web development technology and Visual Studio 2008. This updated bestseller provides comprehensive and easy-to-understand information to help you use several .NET 3.5 technologies for faster development and better web application performance-including ASP.NET AJAX for interactive user interfaces, LINQ for data access, and Windows Communication Foundation (WCF) for web services. Programming ASP.NET 3.5 includes examples and sample code that let you explore development with ASP.NET in more depth. With this book, you will: Learn about AJAX and ASP.NET server controls included with Visual Studio 2008 Discover how to use the DataSource and data-bound controls in ADO.NET Use the new LINQ API and learn how to make use of it within ASP.NET pages Create a uniform look and feel throughout your application with Master Pages Use navigation controls to build site maps, menus, and breadcrumbs quickly and easily Build and use various web services with WCF Detect errors during development and handle them in your production code Learn how to configure and deploy your website Written by Microsoft technology experts Jesse Liberty, Dan Hurwitz, and Dan Maharry, Programming ASP.NET 3.5 is the best book for learning how to build dynamic, interactive web applications using Microsoft's latest technologies.

Baptism

Baptism PDF Author: David F. Wright
Publisher: InterVarsity Press
ISBN: 083087819X
Category : Religion
Languages : en
Pages : 202

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Book Description
In Baptism: Three Views, editor David F. Wright has provided a forum for thoughtful proponents of three principal evangelical views on baptism to state their case, respond to the others, and then provide a summary response and statement. Sinclair Ferguson sets out the case for infant baptism, Bruce Ware presents the case for believers' baptism, and Anthony Lane argues for a mixed practice.