Extreme Learning Machines 2013: Algorithms and Applications (Adaptation, Learning, and Optimization)
暫譯: 極限學習機 2013:演算法與應用(適應、學習與優化)
- 出版商: Springer
- 出版日期: 2014-03-24
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 225
- 裝訂: Hardcover
- ISBN: 331904740X
- ISBN-13: 9783319047409
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相關分類:
Algorithms-data-structures
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相關主題
商品描述
In recent years, ELM has emerged as a revolutionary technique of computational intelligence, and has attracted considerable attentions. An extreme learning machine (ELM) is a single layer feed-forward neural network alike learning system, whose connections from the input layer to the hidden layer are randomly generated, while the connections from the hidden layer to the output layer are learned through linear learning methods. The outstanding merits of extreme learning machine (ELM) are its fast learning speed, trivial human intervene and high scalability.
This book contains some selected papers from the International Conference on Extreme Learning Machine 2013, which was held in Beijing China, October 15-17, 2013. This conference aims to bring together the researchers and practitioners of extreme learning machine from a variety of fields including artificial intelligence, biomedical engineering and bioinformatics, system modelling and control, and signal and image processing, to promote research and discussions of “learning without iterative tuning".
This book covers algorithms and applications of ELM. It gives readers a glance of the newest developments of ELM.
商品描述(中文翻譯)
近年來,極端學習機(Extreme Learning Machine, ELM)已成為一種革命性的計算智能技術,並引起了相當大的關注。極端學習機(ELM)是一種單層前饋神經網絡類似的學習系統,其從輸入層到隱藏層的連接是隨機生成的,而從隱藏層到輸出層的連接則是通過線性學習方法學習得來。極端學習機(ELM)的突出優點在於其快速的學習速度、微不足道的人為干預和高可擴展性。
本書收錄了2013年10月15日至17日在中國北京舉行的國際極端學習機會議(International Conference on Extreme Learning Machine 2013)的一些選定論文。此次會議旨在匯聚來自人工智能、生物醫學工程和生物信息學、系統建模與控制、信號與圖像處理等多個領域的極端學習機研究者和實踐者,以促進“無需迭代調整的學習”研究和討論。
本書涵蓋了極端學習機(ELM)的算法和應用,讓讀者一窺ELM的最新發展。