Distributed Learning Systems With First Order Methods

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Distributed Learning Systems With First Order Methods

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Author : Ji Liu
language : en
Publisher:
Release Date : 2020

Distributed Learning Systems With First Order Methods written by Ji Liu and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with Electronic books categories.

This monograph provides students and researchers the groundwork for developing faster and better research results in this dynamic area of research.

Distributed Learning Systems With First Order Methods

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Author : Ji Liu
language : en
Publisher: Now Publishers
Release Date : 2020-06-17

Distributed Learning Systems With First Order Methods written by Ji Liu and has been published by Now Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-17 with Computers categories.

Scalable and efficient distributed learning is one of the main driving forces behind the recent rapid advancement of machine learning and artificial intelligence. One prominent feature of this development is that recent progress has been made by researchers in two communities: (1) the system community such as database, data management, and distributed systems, and (2) the machine learning and mathematical optimization community. The interaction and knowledge sharing between these two communities has led to the rapid development of new distributed learning systems and theory. This monograph provides a brief introduction to three distributed learning techniques that have recently been developed: lossy communication compression, asynchronous communication, and decentralized communication. These have significant impact on the work in both the system and machine learning and mathematical optimization communities but to fully realize the potential, it is essential they understand the whole picture. This monograph provides the bridge between the two communities. The simplified introduction to the essential aspects of each community enables researchers to gain insights into the factors influencing both. The monograph provides students and researchers the groundwork for developing faster and better research results in this dynamic area of research.

Gecco 2001

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Author : Lee Spector
language : en
Publisher: Morgan Kaufmann
Release Date : 2001

Gecco 2001 written by Lee Spector and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Computers categories.

21st International Conference On Distributed Computing Systems Workshops

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Author : Makoto Takizawa
language : en
Publisher: IEEE Computer Society Press
Release Date : 2001

21st International Conference On Distributed Computing Systems Workshops written by Makoto Takizawa and has been published by IEEE Computer Society Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Business & Economics categories.

Annotation Proceedings of an April 2001 set of workshops of applied reliable group communication, distributed dynamic multiservice architectures, smart appliances and wearable computing, multimedia network systems, and wireless networks and mobile computing. Specific subjects covered include the architecture of a secure group communication system based on intrusion tolerance, client side reconfiguration on software components for load balancing, collaborative media streaming in an in- home network, experimental evaluation of error control for video multicast over wireless LANs, image indexing and similarity retrieval based on a new spatial relation model, and a multi-channel MAC protocol with power control for multi-hop mobile ad hoc networks. Lacks a subject index. c. Book News Inc.

Artificial Intelligence In Education 1997

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Author : Ben Du Boulay
language : en
Publisher:
Release Date : 1997

Artificial Intelligence In Education 1997 written by Ben Du Boulay and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Artificial intelligence categories.

Neural And Adaptive Systems

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Author : José C. Principe
language : en
Publisher: John Wiley & Sons
Release Date : 2000

Neural And Adaptive Systems written by José C. Principe and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Computers categories.

Develop New Insight into the Behavior of Adaptive Systems This one-of-a-kind interactive book and CD-ROM will help you develop a better understanding of the behavior of adaptive systems. Developed as part of a project aimed at innovating the teaching of adaptive systems in science and engineering, it unifies the concepts of neural networks and adaptive filters into a common framework. It begins by explaining the fundamentals of adaptive linear regression and builds on these concepts to explore pattern classification, function approximation, feature extraction, and time-series modeling/prediction. The text is integrated with the industry standard neural network/adaptive system simulator NeuroSolutions. This allows the authors to demonstrate and reinforce key concepts using over 200 interactive examples. Each of these examples is 'live,' allowing the user to change parameters and experiment first-hand with real-world adaptive systems. This creates a powerful environment for learning through both visualization and experimentation. Key Features of the Text The text and CD combine to become an interactive learning tool. Emphasis is on understanding the behavior of adaptive systems rather than mathematical derivations. Each key concept is followed by an interactive example. Over 200 fully functional simulations of adaptive systems are included. The text and CD offer a unified view of neural networks, adaptive filters, pattern recognition, and support vector machines. Hyperlinks allow instant access to keyword definitions, bibliographic references, equations, and advanced discussions of concepts. The CD-ROM Contains: A complete, electronic version of the text in hypertext format NeuroSolutions, an industry standard, icon-based neural network/adaptive system simulator A tutorial on how to use NeuroSolutions Additional data files to use with the simulator "An innovative approach to describing neurocomputing and adaptive learning systems from a perspective which unifies classical linear adaptive systems approaches with the modern advances in neural networks. It is rich in examples and practical insight." —James Zeidler, University of California, San Diego

Aaai 92

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Author :
language : en
Publisher:
Release Date : 1992

Aaai 92 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Computers categories.

AAAI proceedings describe innovative concepts, techniques, perspectives, and observations that present promising research directions in artificial intelligence.The focus of the AAAI-92 conference is on the re integration of AI as a diverse but coherent whole. Accordingly the traditional list of community-based content areas has been replaced by a more neutral set of taxonomies that span the field. For example, a paper proposing a new epistemology for representing the physical world based on an analysis of human brain structure would be described as "representation, physical world, biological." The papers collected here represent significant research contributions to such areas as the principles underlying cognition, perception, and action in man and machine; the design, application, and evaluation of AI algorithms and systems; and the analysis of domains in which AI systems perform.

Proceedings Of The Genetic And Evolutionary Computation Conference

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Author :
language : en
Publisher:
Release Date : 2001

Proceedings Of The Genetic And Evolutionary Computation Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Evolutionary computation categories.

The Oryx Guide To Distance Learning

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Author : William E. Burgess
language : en
Publisher: Greenwood
Release Date : 1997

The Oryx Guide To Distance Learning written by William E. Burgess and has been published by Greenwood this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Education categories.

Provides informative descriptions of 4,200 media-assisted courses offered by 420 accredited postsecondary institutions in the United States. The courses are organized by state, and then by institution. Each entry includes institution address, telephone and fax numbers, geographic access area, descriptions of the courses and delivery methods, and information about accreditation, admission requirements, tuition, credit awarded, grade/exam system, and library services. New to the second edition are 130 new institutions, World Wide Web URLs, e-mail addresses, and subject index cross-references. Annotation copyrighted by Book News, Inc., Portland, OR

Documentation Abstracts

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Author :
language : en
Publisher:
Release Date : 2000

Documentation Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Documentation categories.