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Exploring Deep Learning Architectures for Graph Applications

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Exploring Deep Learning Architectures for Graph Applications Irwin King
Libristo kod: 36917993
Nakladnici LAP LAMBERT Academic Publishing, listopad 2020
Graph-structured data are the backbone of numerous real-world machine learning tasks, such as social... Cijeli opis
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Graph-structured data are the backbone of numerous real-world machine learning tasks, such as social networks, recommender systems, traffic networks, and so on. The fundamental challenge in solving these tasks is to find a way to encode graph structures as well as to incorporate various node or edge information so that machine learning models can easily exploit them. In this dissertation, we explore deep learning architectures, especially the graph neural networks for multiple graph learning applications, i.e., node classification, link prediction, spatiotemporal graph forecasting on irregular grid, and supervised sequence learning problems.

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Informacije o knjizi

Puni naziv Exploring Deep Learning Architectures for Graph Applications
Autor Irwin King
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2020
Broj stranica 136
EAN 9786202917650
ISBN 6202917652
Libristo kod 36917993
Nakladnici LAP LAMBERT Academic Publishing
Težina 221
Dimenzije 150 x 220 x 8

Kategorija

Computing & Information Technology > Computer networking & communications
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