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Reservoir Computing

Theory, Physical Implementations, and Applications

Jezik AngleščinaAngleščina
Knjiga Trda
Knjiga Reservoir Computing Kohei Nakajima
Koda Libristo: 19733649
Založba Springer Verlag, Singapore, december 2019
The exciting field of reservoir computing, which originated from a pioneering study on echo state ne... Celoten opis
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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.

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O knjigi

Polni naslov Reservoir Computing
Jezik Angleščina
Vezava Knjiga - Trda
Datum izida 2019
Število strani 458
EAN 9789811316869
ISBN 9811316864
Koda Libristo 19733649
Teža 881
Mere 155 x 235 x 32
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