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Titlebook: Knowledge Graph Reasoning; A Neuro-Symbolic Per Kewei Cheng,Yizhou Sun Book 2025 The Editor(s) (if applicable) and The Author(s), under exc

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發(fā)表于 2025-3-21 17:24:11 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Knowledge Graph Reasoning
副標(biāo)題A Neuro-Symbolic Per
編輯Kewei Cheng,Yizhou Sun
視頻videohttp://file.papertrans.cn/547/546013/546013.mp4
概述Focuses on neural-symbolic integration on KG reasoning to unify the modern representation approaches with traditional symbolic reasoning approaches.Provides a principled theoretical view and gives dee
叢書名稱Synthesis Lectures on Data, Semantics, and Knowledge
圖書封面Titlebook: Knowledge Graph Reasoning; A Neuro-Symbolic Per Kewei Cheng,Yizhou Sun Book 2025 The Editor(s) (if applicable) and The Author(s), under exc
描述.This book provides a coherent and unifying view for logic and representation learning to contribute to knowledge graph (KG) reasoning and produce better computational tools for integrating both worlds.? To this end, logic and deep neural network models are studied together as integrated models of computation.? This book is written for readers who are interested in KG reasoning and the new perspective of neuro-symbolic integration and have prior knowledge to neural networks and deep learning.? The authors first provide a preliminary introduction to logic and background knowledge closely related to the surveyed techniques such as the introduction of knowledge graph and ontological schema and the technical foundations of first-order logic learning.? Reasoning techniques for knowledge graph completion are presented from three perspectives, including: representation learning-based, logical, and neuro-symbolic integration.? The book then explores question answering on KGs with specific focus on multi-hop and complex-logic query answering before outlining work that addresses the rule learning problem.? The final chapters highlight foundations on ontological schema and introduce its usage
出版日期Book 2025
關(guān)鍵詞Knowledge Graph Embedding; Knowledge Graph Reasoning; Logical Query Representation; Neural Symbolic Rea
版次1
doihttps://doi.org/10.1007/978-3-031-72008-6
isbn_softcover978-3-031-72010-9
isbn_ebook978-3-031-72008-6Series ISSN 2691-2023 Series E-ISSN 2691-2031
issn_series 2691-2023
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
The information of publication is updating

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沙發(fā)
發(fā)表于 2025-3-21 23:30:33 | 只看該作者
Kewei Cheng,Yizhou Sun oorzaken buiten de invloedssfeer van de pati?nt), des te bruikbaarder en des te groter de kans dat de pati?nt er zelf mee aan de slag kan. Wil dat laatste ook daadwerkelijk gebeuren, dan is de kans aanzienlijk dat de pati?nt zich gedurende de diagnostische fase steeds meer probleemeigenaar heeft ge
板凳
發(fā)表于 2025-3-22 02:08:28 | 只看該作者
地板
發(fā)表于 2025-3-22 05:24:39 | 只看該作者
5#
發(fā)表于 2025-3-22 08:49:01 | 只看該作者
Kewei Cheng,Yizhou Sun. De afgelopen twee decennia is de internationale belangstelling voor genderspecifieke zorg en onderzoek binnen de cardiologie sterk toegenomen en er is veel voortschrijdend inzicht op dit terrein..Handboek gynaecardiologie biedt de meest recente kennis over vrouwspecifieke aspecten van de cardiolog
6#
發(fā)表于 2025-3-22 16:40:07 | 只看該作者
Complex Query Answering, to satisfy logical laws with their logical operations, resulting in inferior performance. To address this issue, FuzzQE?[.] has been proposed. By carefully designing embeddings for entities and sets and utilizing fuzzy logic to define logical operators, FuzzQE ensures logical laws to be satisfied,
7#
發(fā)表于 2025-3-22 19:47:20 | 只看該作者
Book 2025and neuro-symbolic integration.? The book then explores question answering on KGs with specific focus on multi-hop and complex-logic query answering before outlining work that addresses the rule learning problem.? The final chapters highlight foundations on ontological schema and introduce its usage
8#
發(fā)表于 2025-3-22 22:16:00 | 只看該作者
Kewei Cheng,Yizhou Sune cardiologie sterk toegenomen en er is veel voortschrijdend inzicht op dit terrein..Handboek gynaecardiologie biedt de meest recente kennis over vrouwspecifieke aspecten van de cardiolog978-90-313-8781-6978-90-313-8782-3
9#
發(fā)表于 2025-3-23 03:25:05 | 只看該作者
Introduction,at providing a novel neuro-symbolic perspective in summarizing recent advances in a variety of knowledge graph reasoning tasks. By bridging the gap between neural networks and symbolic reasoning, this book offers a unique and comprehensive perspective on knowledge graph reasoning.
10#
發(fā)表于 2025-3-23 07:54:42 | 只看該作者
,Preliminaries on?Knowledge Graph and?Symbolic Logic,graph reasoning tasks, from the perspective of both graph learning and symbolic logic. In the end, we provide a brief and broader introduction to symbolic logic to facilitate the readers to better understand the symbolic component of this book.
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