Graph Representation Learning, Hamilton, William L.
Автор: Haemmerl? Название: Graph-Based Representation and Reasoning ISBN: 3319409840 ISBN-13(EAN): 9783319409849 Издательство: Springer Рейтинг: Цена: 6988.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the proceedings of the 22th International Conference on Conceptual Structures, ICCS 2016, held in Annecy, France, in July 2016. The 14 full papers and 5 short papers presented in this volume were carefully reviewed and selected from 40 submissions.
Описание: Extended Workshop Papers.- Active Semantic Relations in Layered Enterprise Architecture Development.- A Belief Update System Using an Event Model for Location of People in a Smart Home.- A Natural Language Generation Technique for Automated Psychotherapy.- Creative Composition Problem: A Knowledge Graph Logical-based AI Construction and Optimization Solution.- Set Visualisations with Euler and Hasse Diagrams.- Usage Patterns Identification Using Graphs and Machine Learning.- Collaborative Design and Manufacture: Information Structures for Team Formation and Coordination.- Invited Additional Contributions.- Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification.- Galois Connections for Patterns: An Algebra of Labelled Graphs.
Автор: Madalina Croitoru; Sebastian Rudolph; Stefan Woltr Название: Graph Structures for Knowledge Representation and Reasoning ISBN: 3319045334 ISBN-13(EAN): 9783319045337 Издательство: Springer Рейтинг: Цена: 8803.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the Third International Workshop on Graph Structures for Knowledge Representation and Reasoning, GKR 2013, held in Beijing, China, in August 2013, associated with IJCAI 2013, the 23rd International Joint Conference on Artificial Intelligence.
Автор: Nathalie Hernandez; Robert J?schke; Madalina Croit Название: Graph-Based Representation and Reasoning ISBN: 3319083880 ISBN-13(EAN): 9783319083889 Издательство: Springer Рейтинг: Цена: 10201.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the proceedings of the 21st International Conference on Conceptual Structures, ICCS 2014, held in Iasi, Romania, in July 2014.
Автор: Madalina Croitoru; Pierre Marquis; Sebastian Rudol Название: Graph Structures for Knowledge Representation and Reasoning ISBN: 331928701X ISBN-13(EAN): 9783319287010 Издательство: Springer Рейтинг: Цена: 5590.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 4th International Workshop on Graph Structures for Knowledge Representation and Reasoning, GKR 2015, held in Buenos Aires, Argentina, in July 2015, associated with IJCAI 2015, the 24th International Joint Conference on Artificial Intelligence.
Автор: Shi Chuan, Wang Xiao, Yu Philip S. Название: Heterogeneous Graph Representation Learning and Applications ISBN: 9811661650 ISBN-13(EAN): 9789811661655 Издательство: Springer Рейтинг: Цена: 22359.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: 1. Introduction
1.1 Basic concepts and definitions
1.2 Graph representation
1.3 Heterogeneous graph representation and challenges
1.4 Organization of the book
2. The State-of-the-art of Heterogeneous Graph Representation
6. Supplementary of Heterogeneous Graph Representation
6.1 Adversarial Learning
6.2 Importance Sampling
6.3 Hyperbolic Representation
Part Two: Applications
7. Heterogeneous Graph Representation for Recommendation
7.1 Top-N Recommendation
7.2 Cold-start Recommendation
7.3 Author Set Recommendation
8. Heterogeneous Graph Representation for Text Mining
8.1 Short Text Classification
8.2 News Recommendation with Preference Disentanglement
8.3 News recommendation with long/short-term interest modeling
9. Heterogeneous Graph Representation for Industry Application
9.1 Cash-out User Detection
9.2 Intent Recommendation
9.3 Share Recommendation
9.4 Friend-Enhanced Recommendation
10. Future Research Directions
11. Conclusion
Автор: Croitoru Название: Graph Structures for Knowledge Representation and Reasoning ISBN: 3319781014 ISBN-13(EAN): 9783319781013 Издательство: Springer Рейтинг: Цена: 5870.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 5th International Workshop on Graph Structures for Knowledge Representation and Reasoning, GKR 2017, held in Melbourne, VIC, Australia, in August 2017, associated with IJCAI 2017, the 26th International Joint Conference on Artificial Intelligence.
Описание: This book constitutes the proceedings of the 26th International Conference on Conceptual Structures, ICCS 2021, held virtually in September 2021.The 12 full papers and 4 short papers presented were carefully reviewed and selected from 25 submissions. theory on conceptual structures, and mining conceptual structures.
Описание: Representation learning in heterogeneous graphs (HG) is intended to provide a meaningful vector representation for each node so as to facilitate downstream applications such as link prediction, personalized recommendation, node classification, etc. This task, however, is challenging not only because of the need to incorporate heterogeneous structural (graph) information consisting of multiple types of node and edge, but also the need to consider heterogeneous attributes or types of content (e.g. text or image) associated with each node. Although considerable advances have been made in homogeneous (and heterogeneous) graph embedding, attributed graph embedding and graph neural networks, few are capable of simultaneously and effectively taking into account heterogeneous structural (graph) information as well as the heterogeneous content information of each node. In this book, we provide a comprehensive survey of current developments in HG representation learning. More importantly, we present the state-of-the-art in this field, including theoretical models and real applications that have been showcased at the top conferences and journals, such as TKDE, KDD, WWW, IJCAI and AAAI. The book has two major objectives: (1) to provide researchers with an understanding of the fundamental issues and a good point of departure for working in this rapidly expanding field, and (2) to present the latest research on applying heterogeneous graphs to model real systems and learning structural features of interaction systems. To the best of our knowledge, it is the first book to summarize the latest developments and present cutting-edge research on heterogeneous graph representation learning. To gain the most from it, readers should have a basic grasp of computer science, data mining and machine learning.
Автор: Dominik Endres; Mehwish Alam; Diana ?otropa Название: Graph-Based Representation and Reasoning ISBN: 303023181X ISBN-13(EAN): 9783030231811 Издательство: Springer Рейтинг: Цена: 8104.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the proceedings of the 24th International Conference on Conceptual Structures, ICCS 2019, held in Marburg, Germany, in July 2019.The 14 full papers and 6 short papers presented were carefully reviewed and selected from 29 submissions. The proceedings also include one of the two invited talks. The papers focus on the representation of and reasoning with conceptual structures in a variety of contexts. ICCS 2019's theme was entitled 'Graphs in Human and Machine Cognition.'
Автор: Michel Chein; Marie-Laure Mugnier Название: Graph-based Knowledge Representation ISBN: 1849967695 ISBN-13(EAN): 9781849967693 Издательство: Springer Рейтинг: Цена: 20263.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: In addressing the question of how far it is possible to go in knowledge representation and reasoning through graphs, the authors cover basic conceptual graphs, computational aspects, and kernel extensions. The basic mathematical notions are summarized.
Автор: Chapman Название: Graph-Based Representation and Reasoning ISBN: 3319913786 ISBN-13(EAN): 9783319913780 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the proceedings of the 23rd International Conference on Conceptual Structures, ICCS 2018, held in Edinburgh, UK, in June 2018. The 10 full papers, 2 short papers and 2 posters presented were carefully reviewed and selected from 21 submissions. computer- human interaction and human cognition;
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