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This eBook is a collection of articles from a Frontiers Research Topic. Frontiers Research Topics are very popular trademarks of the Frontiers Journals Series: they are collections of at least ten articles, all centered on a particular subject. With their unique mix of varied contributions from Original Research to Review Articles, Frontiers Research Topics unify the most influential researchers, the latest key findings and historical advances in a hot research area! Find out more on how to host your own Frontiers Research Topic or contribute to one as an author by contacting the Frontiers Editorial Office: frontiersin.org/about/contact.
Federated Learning: Theory and Practice provides a holistic treatment to federated learning, starting with a broad overview on federated learning as a distributed learning system with various forms of decentralized data and features. A detailed exposition then follows of core challenges and practical modeling techniques and solutions, spanning a variety of aspects in communication efficiency, theoretical convergence and security, viewed from different perspectives. Part II features emerging challenges stemming from many socially driven concerns of federated learning as a future public machine learning service, and Part III and IV present a wide array of industrial applications of federated l...
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Eminent Chinese of the Qing Period was first developed under the auspices of the US Library of Congress during World War II. This much-loved work, edited by Arthur W. Hummel Sr., was meticulously compiled and unique in its scope, and quickly became the standard biographical reference for the Qing dynasty, which lasted from 1644 to 1911/2. Amongst the contributors are John King Fairbank, Têng Ssû-yü, L. Carrington Goodrich, C. Martin Wilbur, Fêng Chia-shêng, Knight Biggerstaff, and Nancy Lee Swann. The 2018 Berkshire edition contains the original eight hundred biographical sketches as well as the original front and back matter, including the preface by Hu Shih, a scholar who had been Chi...