• Anglický jazyk

RESERVOIR COMPUTING 2019/E

Autor: Ingo Fischer

The exciting field of reservoir computing, which originated from a pioneering study on echo state networks and liquid state machines in the early 2000s, has emerged as a highly promising and efficient training scheme for recurrent neural networks.... Viac o knihe

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O knihe

The exciting field of reservoir computing, which originated from a pioneering study on echo state networks and liquid state machines in the early 2000s, has emerged as a highly promising and efficient training scheme for recurrent neural networks. Reservoir computing has developed considerably in recent years, in response to demands for increasingly complex real-time signal processing methods based on new technologies for sensing, communication, and the Internet-of-Things. As such, it is becoming increasingly appealing to a broad range of research fields, not only in the neural network/machine-learning community but also in mathematics, physics (e.g., nonlinear physics, quantum physics, and optics), chemistry, nanotechnology, spintronics, and soft robotics.

Reflecting this growing interest, the book covers cutting-edge research in domains ranging from computational neuroscience to quantum systems, lasers, and optics and being pursued around the globe. Reviewing the current state of the art and providing a concise guide to the field, it introduces readers to its basic concepts, theory, techniques, and physical implementation. As such, it offers a valuable resource for practitioners and researchers alike, as well as those readers with a more general interest in the cutting edge of what is one of the most promising and innovative areas in computing today.

  • Vydavateľstvo: Springer Nature Singapore
  • Rok vydania: 2021
  • Formát: Hardback
  • Rozmer: 241 x 160 mm
  • Jazyk: Anglický jazyk
  • ISBN: 9789811316869

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