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Machine Learning
This book introduces machine learning for readers with some background in basic linear algebra, statistics, probability, and programming. In a coherent statistical framework it covers a selection of supervised machine learning methods, from the most fundamental (k-NN, decision trees, linear and logistic regression) to more advanced methods (deep neural networks, support vector machines, Gaussian processes, random forests and boosting), plus commonly-used unsupervised methods (generative modeling, k-means, PCA, autoencoders and generative adversarial networks). Careful explanations and pseudo-code are presented for all methods. The authors maintain a focus on the fundamentals by drawing connections between methods and discussing general concepts such as loss functions, maximum likelihood, the bias-variance decomposition, ensemble averaging, kernels and the Bayesian approach along with generally useful tools such as regularization, cross validation, evaluation metrics and optimization methods. The final chapters offer practical advice for solving real-world supervised machine learning problems and on ethical aspects of modern machine learning.
Machine Learning and Visual Perception
The book provides an up-to-date on machine learning and visual perception, including decision tree, Bayesian learning, support vector machine, AdaBoost, object detection, compressive sensing, deep learning, and reinforcement learning. Both classic and novel algorithms are introduced. With abundant practical examples, it is an essential reference to students, lecturers, professionals, and any interested lay readers.
The Publishing Industry in China
The Publishing Industry in China is a timely volume that covers all aspects of China's book, magazine, and online publishing industry. Various chapters discuss the different market segments of trade, scientific, technical, professional, education, and children's books.
Publishing in China
Offers a commentary on trends in the Chinese publishing industry in the WTO era; on the process of integrating the publishing industries in the Chinese mainland, Taiwan, and Hong Kong; and on the entry of foreign players into the Chinese publishing market.
Extended Finite Element Method
Extended Finite Element Method provides an introduction to the extended finite element method (XFEM), a novel computational method which has been proposed to solve complex crack propagation problems. The book helps readers understand the method and make effective use of the XFEM code and software plugins now available to model and simulate these complex problems. The book explores the governing equation behind XFEM, including level set method and enrichment shape function. The authors outline a new XFEM algorithm based on the continuum-based shell and consider numerous practical problems, including planar discontinuities, arbitrary crack propagation in shells and dynamic response in 3D composite materials. Authored by an expert team from one of China's leading academic and research institutions Offers complete coverage of XFEM, from fundamentals to applications, with numerous examples Provides the understanding needed to effectively use the latest XFEM code and software tools to model and simulate dynamic crack problems
China's Media in the Emerging World Order
China is challenging the mighty behemoths, Google and Facebook, and creating alternative New Media. 750 million people are active on its Social Mediascape and there are a billion mobile phones deploying the innovative apps with which the Chinese conduct their lives.
University Autonomy, the State and Social Change in China
This book explores the role of universities in responding to ongoing changes in China, and in shaping the relations between the university and the state during periods of social change. Tsinghua University is selected as a case study to inform this important issue. By tracing the changes and continuities Tsinghua has experienced since 1911, this book gives an in-depth analysis of how the university strives to maintain autonomy while taking a leading role in implementing China’s policy of higher education. By drawing on a vast literature of higher education theories, the book offers original insights into the university-state relationship and provides a new understanding on the complexities China faces in the era when the country is becoming a key global actor.
Knowledge Workers in Contemporary China
Knowledge Workers in Contemporary China: Reform, and Resistance in the Publishing Industry concentrates on the trajectories of the labor process transformation of knowledge workers, mainly editors, in the Chinese publishing industry. The book focuses on their changing social, economic, and political roles; their dilemmas, challenges, and opportunities associated with current social reform; and China’s integration into the global political economy. At its core, the book addresses three different yet interrelated processes of the political economy of communication: commodification, structuration, and spatialization in the Chinese publishing industry. It examines whether worker organizations and trade unions are effective in presenting editors’ legitimate rights and interests in current publishing reform. Through the political economic analysis of knowledge workers in China’s publishing industry, Jianhua Yao helps readers better understand the broader social and economic transformations, specifically the network of power relations and institutional contexts in which Chinese editors are situated, that have been taking place in China since the late 1970s.
Multiphysics Modeling: Numerical Methods and Engineering Applications
Multiphysics Modeling: Numerical Methods and Engineering Applications: Tsinghua University Press Computational Mechanics Series describes the basic principles and methods for multiphysics modeling, covering related areas of physics such as structure mechanics, fluid dynamics, heat transfer, electromagnetic field, and noise. The book provides the latest information on basic numerical methods, also considering coupled problems spanning fluid-solid interaction, thermal-stress coupling, fluid-solid-thermal coupling, electromagnetic solid thermal fluid coupling, and structure-noise coupling. Users will find a comprehensive book that covers background theory, algorithms, key technologies, and appl...
Algebraic Geometry
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