Items related to Hypergraph Computation (Artificial Intelligence: Foundations...
- PublisherSpringer
- Publication date2023
- ISBN 10 9819901847
- ISBN 13 9789819901845
- BindingHardcover
- LanguageEnglish
- Edition number1
- Number of pages260
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Hypergraph Computation (Artificial Intelligence: Foundations, Theory, and Algorithms)
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Hypergraph Computation
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HYPERGRAPH COMPUTATION
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Hypergraph Computation
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Hypergraph Computation (Artificial Intelligence: Foundations, Theory, and Algorithms)
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Hypergraph Computation (Artificial Intelligence: Foundations, Theory, and Algorithms)
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Hypergraph Computation
Published by
Springer Nature Singapore Mai 2023, 2023
ISBN 10: 9819901847
ISBN 13: 9789819901845
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Hardcover
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This open access book discusses the theory and methods of hypergraph computation. Many underlying relationships among data can be represented using graphs, for example in the areas including computer vision, molecular chemistry, molecular biology, etc. In the last decade, methods like graph-based learning and neural network methods have been developed to process such data, they are particularly suitable for handling relationallearningtasks. In many real-world problems, however, relationships among the objects of our interest are more complex than pair-wise. Naively squeezing the complex relationships into pairwise ones will inevitably lead to loss of information which can be expected valuable for learningtasks.Hypergraph, as a generation of graph, has shown superior performance on modelling complex correlations compared with graph. Recent years have witnessed a great popularity of researches on hypergraph-related AI methods, which have been used in computer vision, social media analysis,etc. We summarize these attempts as a new computing paradigm, called hypergraph computation, which is to formulate the high-order correlations underneath the data using hypergraph, and then conduct semantic computing on the hypergraph for different applications. The content of this book consists of hypergraph computation paradigms, hypergraph modelling, hypergraph structure evolution, hypergraph neural networks, and applications of hypergraph computation in different fields. We further summarize recent achievements and future directions on hypergraph computation in this book. 260 pp. Englisch. Seller Inventory # 9789819901845
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Hypergraph Computation
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Hypergraph Computation
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Hypergraph Computation (Artificial Intelligence: Foundations, Theory, and Algorithms)
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hardcover. Condition: New. 1st ed. 2023. Special order direct from the distributor. Seller Inventory # ING9789819901845
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