Proceedings of ELM 2022: Theory, Algorithms and Applications
暫譯: ELM 2022 會議論文集:理論、演算法與應用

Björk, Kaj-Mikael

  • 出版商: Springer
  • 出版日期: 2025-03-24
  • 售價: $6,480
  • 貴賓價: 9.5$6,156
  • 語言: 英文
  • 頁數: 81
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031550587
  • ISBN-13: 9783031550584
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book contains selected papers from the 12th International Conference on Extreme Learning Machines 2022. Extreme learning machines (ELMs) continue to be an important complement to the many deep learning models you can find in the machine learning domain. ELM is fast and therefore suitable for many applications (not only in edge computing), and therefore there is a need to gather examples of possible applications. These proceedings, for the ELM 2022 conference, cover several application areas with relevant topics, where ELM can be used and has been used with great success. Here you will find several new areas (gaming, for instance) as well as improved concepts for existing application areas (signature forgery, for instance), where ELM has been implemented. In addition, some method improvements are also covered in this book, more specifically on the topic of 2nd-order Ordinary Differential Equations (ODEs).


商品描述(中文翻譯)

本書收錄了2022年第十二屆國際極限學習機器會議的選定論文。極限學習機器(Extreme Learning Machines, ELMs)持續成為機器學習領域中眾多深度學習模型的重要補充。ELM運行速度快,因此適用於許多應用(不僅限於邊緣計算),因此有必要收集可能的應用範例。本次ELM 2022會議的論文集涵蓋了幾個應用領域及相關主題,展示了ELM的使用情況及其成功案例。在這裡,您將發現幾個新興領域(例如遊戲),以及現有應用領域(例如簽名偽造)的改進概念,這些地方都已實施ELM。此外,本書還涵蓋了一些方法改進,特別是在二階常微分方程(Ordinary Differential Equations, ODEs)主題上的進展。