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Author: Di Wu
Publisher: Springer Nature
ISBN: 981198140X
Category : Computers
Languages : en
Pages : 119
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Book Description
Incomplete big data are frequently encountered in many industrial applications, such as recommender systems, the Internet of Things, intelligent transportation, cloud computing, and so on. It is of great significance to analyze them for mining rich and valuable knowledge and patterns. Latent feature analysis (LFA) is one of the most popular representation learning methods tailored for incomplete big data due to its high accuracy, computational efficiency, and ease of scalability. The crux of analyzing incomplete big data lies in addressing the uncertainty problem caused by their incomplete characteristics. However, existing LFA methods do not fully consider such uncertainty. In this book, the author introduces several robust latent feature learning methods to address such uncertainty for effectively and efficiently analyzing incomplete big data, including robust latent feature learning based on smooth L1-norm, improving robustness of latent feature learning using L1-norm, improving robustness of latent feature learning using double-space, data-characteristic-aware latent feature learning, posterior-neighborhood-regularized latent feature learning, and generalized deep latent feature learning. Readers can obtain an overview of the challenges of analyzing incomplete big data and how to employ latent feature learning to build a robust model to analyze incomplete big data. In addition, this book provides several algorithms and real application cases, which can help students, researchers, and professionals easily build their models to analyze incomplete big data.
Author: Di Wu
Publisher: Springer Nature
ISBN: 981198140X
Category : Computers
Languages : en
Pages : 119
Get Book Here
Book Description
Incomplete big data are frequently encountered in many industrial applications, such as recommender systems, the Internet of Things, intelligent transportation, cloud computing, and so on. It is of great significance to analyze them for mining rich and valuable knowledge and patterns. Latent feature analysis (LFA) is one of the most popular representation learning methods tailored for incomplete big data due to its high accuracy, computational efficiency, and ease of scalability. The crux of analyzing incomplete big data lies in addressing the uncertainty problem caused by their incomplete characteristics. However, existing LFA methods do not fully consider such uncertainty. In this book, the author introduces several robust latent feature learning methods to address such uncertainty for effectively and efficiently analyzing incomplete big data, including robust latent feature learning based on smooth L1-norm, improving robustness of latent feature learning using L1-norm, improving robustness of latent feature learning using double-space, data-characteristic-aware latent feature learning, posterior-neighborhood-regularized latent feature learning, and generalized deep latent feature learning. Readers can obtain an overview of the challenges of analyzing incomplete big data and how to employ latent feature learning to build a robust model to analyze incomplete big data. In addition, this book provides several algorithms and real application cases, which can help students, researchers, and professionals easily build their models to analyze incomplete big data.
Author: Yuan-Fang Li
Publisher: Springer
ISBN: 3319501127
Category : Computers
Languages : en
Pages : 341
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Book Description
This book constitutes the thoroughly refereed proceedings of the 6th Joint International Semantic Technology Conference, JIST 2016, held in Singapore, Singapore, in November 2016. The main topics of JIST 2016 include among others ontology and reasoning; linked data; knowledge graph. The JIST 2016 conference consists of two keynotes, a main technical track, including (full and short papers) from the research and the in-use tracks, a Poster and Demo session, a workshop and two tutorials. The 16 full and 8 short papers presented were carefully reviewed and selected from 34 submissions. The papers cover the following topics: ontology and data management; linked data; information retrieval and knowledge discovery; RDF and query; knowledge graph; application of semantic technologies.
Author: Nirdosh Bhatnagar
Publisher: CRC Press
ISBN: 1351379151
Category : Computers
Languages : en
Pages : 1073
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Book Description
This two-volume set on Mathematical Principles of the Internet provides a comprehensive overview of the mathematical principles of Internet engineering. The books do not aim to provide all of the mathematical foundations upon which the Internet is based. Instead, they cover a partial panorama and the key principles. Volume 1 explores Internet engineering, while the supporting mathematics is covered in Volume 2. The chapters on mathematics complement those on the engineering episodes, and an effort has been made to make this work succinct, yet self-contained. Elements of information theory, algebraic coding theory, cryptography, Internet traffic, dynamics and control of Internet congestion, and queueing theory are discussed. In addition, stochastic networks, graph-theoretic algorithms, application of game theory to the Internet, Internet economics, data mining and knowledge discovery, and quantum computation, communication, and cryptography are also discussed. In order to study the structure and function of the Internet, only a basic knowledge of number theory, abstract algebra, matrices and determinants, graph theory, geometry, analysis, optimization theory, probability theory, and stochastic processes, is required. These mathematical disciplines are defined and developed in the books to the extent that is needed to develop and justify their application to Internet engineering.
Author: Adam French
Publisher: Room4god Publications
ISBN: 9781736933459
Category :
Languages : en
Pages : 214
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Book Description
Hunting and running through the woods of west Tennessee is a drastically different scene than selling drugs and rubbing shoulders with drug dealers in the inner city. This is the story of Adam French, a story of humble and healthy beginnings, a story of harsh and horrific interruption and a story wrapped in the life changing love of Christ. His dad's journey of successful business owner to violent alcoholic coincides with his mother's struggle of successful teacher to pill addict. Somewhere in the middle of their stories is a scared little boy, curious pre-teen, broken teenager and a wounded man. For the past 17yrs Adam has been on a journey of healing. Adam draws from his counseling degree, bible college education, personal recovery and pastoral experience to create an on ramp in his book, MANdentity, for men seeking help in their marriages, addictions, traumas, broken relationships and everyday struggles. MANdentity is designed for any man with any struggle to find healing. It's purposely written to be simple and direct, so that every man can heal by working through this book. All men have wounds. The MANdentity book intends to heal them. Today, Adam travels the country sharing the redemptive story of Grace that Jesus brought to his life through his personal journey to MANdentity. He is a motivational speaker who encourages others to live out their faith. You will be challenged, motivated and encourage by his teaching.
Author: OECD
Publisher: OECD Publishing
ISBN: 9264012494
Category :
Languages : en
Pages : 174
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Book Description
Employee stock option plans have become a common component of remuneration packages in multinational enterprises. This publication presents and examines the many important tax issues that arise for beneficiaries and companies.
Author: R. Companys
Publisher: Elsevier
ISBN: 0444598782
Category : Computers
Languages : en
Pages : 373
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Book Description
Dealing with many aspects of the design, implementation and operation of databases for production management systems, this book presents research that is important to all those presently concerned with the computerisation of production management.
Author:
Publisher:
ISBN:
Category : Digital computer simulation
Languages : en
Pages : 1502
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Book Description
Author: Richard A. Mollin
Publisher: CRC Press
ISBN: 9781584881278
Category : Mathematics
Languages : en
Pages : 392
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Book Description
INTRODUCTION FOR THE UNINITIATED Heretofore, there has been no suitable introductory book that provides a solid mathematical treatment of cryptography for students with little or no background in number theory. By presenting the necessary mathematics as needed, An Introduction to Cryptography superbly fills that void. Although it is intended for the undergraduate student needing an introduction to the subject of cryptography, it contains enough optional, advanced material to challenge even the most informed reader, and provides the basis for a second course on the subject. Beginning with an overview of the history of cryptography, the material covers the basics of computer arithmetic and explores complexity issues. The author then presents three comprehensive chapters on symmetric-key cryptosystems, public-key cryptosystems, and primality testing. There is an optional chapter on four factoring methods: Pollard's p-1 method, the continued fraction algorithm, the quadratic sieve, and the number field sieve. Another optional chapter contains detailed development of elliptic curve cryptosystems, zero-knowledge, and quantum cryptography. He illustrates all methods with worked examples and includes a full, but uncluttered description of the numerous cryptographic applications. SUSTAINS INTEREST WITH ENGAGING MATERIAL Throughout the book, the author gives a human face to cryptography by including more than 50 biographies of the individuals who helped develop cryptographic concepts. He includes a number of illustrative and motivating examples, as well as optional topics that go beyond the basics presented in the core data. With an extensive index and a list of symbols for easy reference, An Introduction to Cryptography is the essential fundamental text on cryptography.
Author: Paul Taylor
Publisher: SAGE
ISBN: 1849207097
Category : Business & Economics
Languages : en
Pages : 385
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Book Description
Consolidated Financial Reporting introduces and examines what is currently the most central and controversial area in financial reporting. In an innovative and distinctive way the author integrates concepts, techniques, controversies and current practice. Techniques are introduced within a framework which shows why they work and what the figures mean. Controversial issues are grounded within modern accounting theory and practice. All core areas and relevant standards are covered including: acquisition and merger accounting; fair values at acquisition; goodwill; consolidated cash flow statements; reporting consolidated financial performance; foreign currency translation; segmental reporting; off-balance sheet financing; and related party transactions. The book is designed so that readers with particular interests - for example in technical matters or concepts and standards - can easily find their way through clearly marked sections. Discussion and calculation reinforce each other - calculations illustrate controversies, and controversies and concepts illustrate techniques. Examples are carefully graduated and care is taken not to obscure principles with unnecessarily complex calculations. Materials are set into an international context. The book is both rigorous and accessible. It is an extensive revision of and successor to the author′s 1987 title Consolidated Financial Statements. Because of recent theoretical and institutional developments, an enormous amount of new material has been added and new teaching approaches to many areas included. There are many more worked examples and exercises as well as approachable discussions of ′state-of-the-art′ advanced topics. The solutions notes for each case are avilable on a disk for instructors who recommend the book for course use.
Author: Professor Tan Liong Tong
Publisher: CCH Asia Pte Ltd
ISBN: 9814359815
Category :
Languages : en
Pages : 1007
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Book Description
