Syst Me Descriptif Des Repr Sentations

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Graph Representation Learning

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Author : William L. William L. Hamilton
language : en
Publisher: Springer Nature
Release Date : 2022-06-01

Graph Representation Learning written by William L. William L. Hamilton and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-01 with Computers categories.

Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.

Representations Analysis And Recognition Of Shape And Motion From Imaging Data

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Author : Liming Chen
language : en
Publisher: Springer
Release Date : 2019-05-04

Representations Analysis And Recognition Of Shape And Motion From Imaging Data written by Liming Chen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-04 with Computers categories.

This book constitutes the refereed proceedings of the 7th International Workshop on Representations, Analysis and Recognition of Shape and Motion from Imaging Data, RFMI 2017, held in Savoi, France, in December 2017. The 8 revised full papers and 9 revised short papers presented were carefully reviewed and selected from 23 submissions. The papers are organized in topical sections on analyzing motion data; deep learning on image and shape data; 2D and 3D pattern classification; watermarking, segmentation and deformations.

Correspondence Analysis Handbook

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Author : Benzecri
language : en
Publisher: CRC Press
Release Date : 1992-01-22

Correspondence Analysis Handbook written by Benzecri and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-01-22 with Mathematics categories.

This practical reference/text presents a complete introduction to the practice of data analysis - clarifying the geometrical language used, explaining the formulae, reviewing linear algebra and multidimensional Euclidean geometry, and including proofs of results. It is intended as either a self-study guide for professionals involved in experimental

Computational Methods For The Description Of Intermolecular Interactions And Molecular Motion In Confining Environments

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Author : Heribert Reis
language : en
Publisher: Frontiers Media SA
Release Date : 2022-06-23

Computational Methods For The Description Of Intermolecular Interactions And Molecular Motion In Confining Environments written by Heribert Reis and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-23 with Science categories.

Journal Officiel De La R Publique Fran Aise

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Author : France
language : fr
Publisher:
Release Date : 1921

Journal Officiel De La R Publique Fran Aise written by France and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1921 with France categories.

Analysis Probability Applications And Computation

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Author : Karl‐Olof Lindahl
language : en
Publisher: Springer
Release Date : 2019-04-29

Analysis Probability Applications And Computation written by Karl‐Olof Lindahl and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-29 with Mathematics categories.

This book is a collection of short papers from the 11th International ISAAC Congress 2017 in Växjö, Sweden. The papers, written by the best international experts, are devoted to recent results in mathematics with a focus on analysis. The volume provides to both specialists and non-specialists an excellent source of information on the current research in mathematical analysis and its various interdisciplinary applications.

A Monograph Of The Crag Mollusca Or Description Of Shells From The Middle And Upper Tertiaries Of The Easts Of England

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Author : Wood (Searles V.)
language : en
Publisher:
Release Date : 1848

A Monograph Of The Crag Mollusca Or Description Of Shells From The Middle And Upper Tertiaries Of The Easts Of England written by Wood (Searles V.) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1848 with categories.

Handbook Of Knowledge Representation

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Author : Frank van Harmelen
language : en
Publisher: Elsevier
Release Date : 2008-01-08

Handbook Of Knowledge Representation written by Frank van Harmelen and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-01-08 with Computers categories.

Handbook of Knowledge Representation describes the essential foundations of Knowledge Representation, which lies at the core of Artificial Intelligence (AI). The book provides an up-to-date review of twenty-five key topics in knowledge representation, written by the leaders of each field. It includes a tutorial background and cutting-edge developments, as well as applications of Knowledge Representation in a variety of AI systems. This handbook is organized into three parts. Part I deals with general methods in Knowledge Representation and reasoning and covers such topics as classical logic in Knowledge Representation; satisfiability solvers; description logics; constraint programming; conceptual graphs; nonmonotonic reasoning; model-based problem solving; and Bayesian networks. Part II focuses on classes of knowledge and specialized representations, with chapters on temporal representation and reasoning; spatial and physical reasoning; reasoning about knowledge and belief; temporal action logics; and nonmonotonic causal logic. Part III discusses Knowledge Representation in applications such as question answering; the semantic web; automated planning; cognitive robotics; multi-agent systems; and knowledge engineering. This book is an essential resource for graduate students, researchers, and practitioners in knowledge representation and AI. * Make your computer smarter* Handle qualitative and uncertain information* Improve computational tractability to solve your problems easily

Advances In Design Engineering

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Author : Francisco Cavas-Martínez
language : en
Publisher: Springer Nature
Release Date : 2020-03-09

Advances In Design Engineering written by Francisco Cavas-Martínez and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-09 with Technology & Engineering categories.

This book gathers the papers presented at the XXIX International Congress INGEGRAF “The digital transformation in graphic engineering,” which was held in Logroño, Spain on June 20–21, 2019. It reports on cutting-edge topics in product design and manufacturing, such as industrial methods for integrated product and process design; innovative design; and computer-aided design. Further topics covered include virtual simulation and reverse engineering; additive manufacturing; product manufacturing; engineering methods in medicine and education; representation techniques; and design and modeling for nautical, engineering and construction, aeronautics and aerospace contexts. The book is divided into six main sections, reflecting the focus and primary themes of the conference. The contributions presented here will not only provide researchers, engineers and experts in a range of industrial engineering subfields with extensive information to support them in their daily work, but will also stimulate new research directions, advanced applications of the methods discussed, and future interdisciplinary collaborations.

Ray Society

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Author :
language : en
Publisher:
Release Date : 1850

Ray Society written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1850 with Biology categories.