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Federated Learning
How is it possible to allow multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private? Traditional machine learning approaches need to combine all data at one location, typically a data center, which may very well violate the laws on user privacy and data confidentiality. Today, many parts of the world demand that technology companies treat user data carefully according to user-privacy laws. The European Union's General Data Protection Regulation (GDPR) is a prime example. In this book, we describe how federated machine learning addresses this problem with novel solutions combining distributed machine learning, cryptography and security, and incentive mechanism design based on economic principles and game theory. We explain different types of privacy-preserving machine learning solutions and their technological backgrounds, and highlight some representative practical use cases. We show how federated learning can become the foundation of next-generation machine learning that caters to technological and societal needs for responsible AI development and application.
The Salt Merchants of Tianjin
For nearly four hundred years the Changlu salt merchants played a leading role in the urbanization, commercial development, and social change of the city of Tianjin. As early as the fifteenth century, this small yet important group of citizens negotiated with the state as revenue-farmers, developing and defending their businesses and customs while evolving their own urban culture. In this the first detailed study in English of the mercantile activities and social role of Tianjin's salt merchants, Kwan Man Bun reveals how they helped stabilize the city and assumed many civic responsibilities, providing relief, charities, and other services to their fellow citizenry. Although these developments resemble the emergence of an idealized "public sphere" as in Europe, Kwan makes clear that Tianjin's social changes were not grounded on "rational discourse" but rather drew their strength and continuity from merchant networks based on exclusivity, wealth, education, and kinship.
The Making of a Modern Art World
The Making of A Modern Art World explores the institutionalisation and legitimisation of guohua in Republican Shanghai, aiming to reconstruct the operational logic and the stratified hierarchy of Shanghai’s art world.
Federated Learning
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...
The Workers of Tianjin, 1900-1949
This is the story of the workers of Tianjin (Tientsin) and how, in the first half of the 20th century, they helped shape Tianjin's identity as the major industrial centre of North China. This text should be of interest to students of the period covered, and also to those students of Communist China who wish to understand the antecedents of China's current urban society and trace the roots of powerful continuities. The book offers a wealth of detail on material life, forms of entertainment, local festivals and individual rites of passage and makes use of studies of the local economy carried out by contemporaries and in the People's Republic. The Workers of Tianjin is a contribution to both Chinese labour history and urban history.
Big Data Analytics in Fog-Enabled IoT Networks
The integration of fog computing with the resource-limited Internet of Things (IoT) network formulates the concept of the fog-enabled IoT system. Due to a large number of IoT devices, the IoT is a main source of Big Data. A large volume of sensing data is generated by IoT systems such as smart cities and smart-grid applications. A fundamental research issue is how to provide a fast and efficient data analytics solution for fog-enabled IoT systems. Big Data Analytics in Fog-Enabled IoT Networks: Towards a Privacy and Security Perspective focuses on Big Data analytics in a fog-enabled-IoT system and provides a comprehensive collection of chapters that touch on different issues related to healthcare systems, cyber-threat detection, malware detection, and the security and privacy of IoT Big Data and IoT networks. This book also emphasizes and facilitates a greater understanding of various security and privacy approaches using advanced artificial intelligence and Big Data technologies such as machine and deep learning, federated learning, blockchain, and edge computing, as well as the countermeasures to overcome the vulnerabilities of the fog-enabled IoT system.
Dwelling in the World
By the early twentieth century, Chinese residents of the northern treaty-port city of Tianjin were dwelling in the world. Divided by nine foreign concessions, Tianjin was one of the world’s most colonized and cosmopolitan cities. Residents could circle the globe in an afternoon, strolling from a Chinese courtyard house through a Japanese garden past a French Beaux-Arts bank to dine at a German café and fall asleep in a British garden city-style semi-attached brick house. Dwelling in the World considers family, house, and home in Tianjin to explore how tempos and structures of everyday life changed with the fall of the Qing Empire and the rise of a colonized city. Elizabeth LaCouture argue...
Book of Liang, Chen and Wei (Part I) Dynasty
The Twenty-Four Histories (Chinese: 二十四史) are the Chinese official historical books covering a period from 3000 BC to the Ming dynasty in the 17th century. The Han dynasty official Sima Qian established many of the conventions of the genre. Starting with the Tang dynasty, each dynasty established an official office to write the history of its predecessor using official court records. As fixed and edited in the Qing dynasty, the whole set contains 3213 volumes and about 40 million words. It is considered one of the most important sources on Chinese history and culture. The title "Twenty-Four Histories" dates from 1775 which was the 40th year in the reign of the Qianlong Emperor. This ...
ECAI 2020
This book presents the proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020), held in Santiago de Compostela, Spain, from 29 August to 8 September 2020. The conference was postponed from June, and much of it conducted online due to the COVID-19 restrictions. The conference is one of the principal occasions for researchers and practitioners of AI to meet and discuss the latest trends and challenges in all fields of AI and to demonstrate innovative applications and uses of advanced AI technology. The book also includes the proceedings of the 10th Conference on Prestigious Applications of Artificial Intelligence (PAIS 2020) held at the same time. A record number of ...
Making Urban Revolution in China
An attempt to rethink the traditional interpretation of the victory of Mao Zedong's Chinese Communist Party (CCP) in 1949. The focus is on the activities of the student-intellectual-based communist underground, which played a crucial role
