About: Graph neural network   Goto Sponge  NotDistinct  Permalink

An Entity of Type : owl:Thing, within Data Space : wasabi.inria.fr associated with source document(s)

A Graph neural network (GNN) is a class of artificial neural networks for processing data that can be represented as graphs. In the more general subject of "Geometric Deep Learning", certain existing neural network architectures can be interpreted as GNNs operating on suitably defined graphs. Convolutional neural networks, in the context of computer vision, can be seen as a GNN applied to graphs structured as grids of pixels. Transformers, in the context of natural language processing, can be seen as GNNs applied to complete graphs whose nodes are words in a sentence.

AttributesValues
type
label
  • Graph neural network
  • الشبكات العصبية للرسم البياني
comment
  • A Graph neural network (GNN) is a class of artificial neural networks for processing data that can be represented as graphs. In the more general subject of "Geometric Deep Learning", certain existing neural network architectures can be interpreted as GNNs operating on suitably defined graphs. Convolutional neural networks, in the context of computer vision, can be seen as a GNN applied to graphs structured as grids of pixels. Transformers, in the context of natural language processing, can be seen as GNNs applied to complete graphs whose nodes are words in a sentence.
  • الشبكات العصبية للرسم البياني (بالانجليزية: Graph Neural Network) هي نوع من أنواع الشبكات العصبية الاصطناعية المستخدمة في معالجة البيانات التي يمكن تمثيلها من خلال الرسوم البيانية. الرسوم البيانية تتكون بالعادة من عدد محدود من العقد أو النقاط الموصول بينها بخطوط أو أسهم. تشمل تطبيقات الشبكات العصبية للرسوم البيانية: الشبكات الاجتماعية، والشبكات المتعلقة بالتضمين والاقتباس، والبيولوجيا الجزيئية، والكيمياء، والفيزياء ومشاكل التحسين الاندماجي الصعب NP. هناك العديد من المكتبات المفتوحة التي تقوم بإنشاء أو التعامل مع الشبكات العصبية للرسوم البيانية مثل PyTorch وTensorflow و jraph.
seeAlso
sameAs
topic
depiction
  • External Image
  • External Image
  • External Image
described by
Subject
dbo:wikiPageID
dbo:wikiPageRevisionID
dbo:wikiPageWikiLink
Faceted Search & Find service v1.13.91 as of Mar 24 2020


Alternative Linked Data Documents: Sponger | ODE     Content Formats:       RDF       ODATA       Microdata      About   
This material is Open Knowledge   W3C Semantic Web Technology [RDF Data]
OpenLink Virtuoso version 07.20.3229 as of Jul 10 2020, on Linux (x86_64-pc-linux-gnu), Single-Server Edition (94 GB total memory)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software