A review on deep learning applications with semantics


Akdemir E., BARIŞÇI N.

Expert Systems with Applications, cilt.251, 2024 (SCI-Expanded) identifier

  • Yayın Türü: Makale / Derleme
  • Cilt numarası: 251
  • Basım Tarihi: 2024
  • Doi Numarası: 10.1016/j.eswa.2024.124029
  • Dergi Adı: Expert Systems with Applications
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Anahtar Kelimeler: Deep Learning, Semantic Web and Natural Language Processing
  • Gazi Üniversitesi Adresli: Evet

Özet

In recent years, improvements in hardware and software which increased the speed of computing and production of large amounts of data that meet the needs of educational data caused deep learning to become popular. In addition to the developments brought by deep learning, the applications performed with the support of semantic technologies proved significant increases in performance. In this systematic review, 81 studies in which semantic technologies and deep learning are used together were investigated. Deep learning architectures and semantic methods used in the studies were presented by dividing into categories. Besides, the transformations of data obtained from semantic technologies were examined in order to use neural networks.