Ke Chen – författare

Video Based Machine Learning for Traffic Intersections describes the development of computer vision and machine learning-based applications for Intelligent Transportation Systems (ITS) and the challenges encountered during their deployment. This book presents several novel approaches, including a two-stream convolutional network architecture for vehicle detection, tracking, and near-miss detection; an unsupervised approach to detect near-misses in fisheye intersection videos using a deep learning model combined with a camera calibration and spline-based mapping method; and algorithms that utilize video analysis and signal timing data to accurately detect and categorize events based on the phase and type of conflict in pedestrian-vehicle and vehicle-vehicle interactions.

The book makes use of a real-time trajectory prediction approach, combined with aligned Google Maps information, to estimate vehicle travel time across multiple intersections. Novel visualization software, designed by the authors to serve traffic practitioners, is used to analyze the efficiency and safety of intersections. The software offers two modes: a streaming mode and a historical mode, both of which are useful to traffic engineers who need to quickly analyze trajectories to better understand traffic behavior at an intersection.

Overall, this book presents a comprehensive overview of the application of computer vision and machine learning to solve transportation-related problems. Video Based Machine Learning for Traffic Intersections demonstrates how these techniques can be used to improve safety, efficiency, and traffic flow, as well as identify potential conflicts and issues before they occur. The range of novel approaches and techniques presented offers a glimpse of the exciting possibilities that lie ahead for ITS research and development.

Key Features:

Video Based Machine Learning for Traffic Intersections describes the development of computer vision and machine learning-based applications for Intelligent Transportation Systems (ITS) and the challenges encountered during their deployment. This book presents several novel approaches, including a two-stream convolutional network architecture for vehicle detection, tracking, and near-miss detection; an unsupervised approach to detect near-misses in fisheye intersection videos using a deep learning model combined with a camera calibration and spline-based mapping method; and algorithms that utilize video analysis and signal timing data to accurately detect and categorize events based on the phase and type of conflict in pedestrian-vehicle and vehicle-vehicle interactions.

The book makes use of a real-time trajectory prediction approach, combined with aligned Google Maps information, to estimate vehicle travel time across multiple intersections. Novel visualization software, designed by the authors to serve traffic practitioners, is used to analyze the efficiency and safety of intersections. The software offers two modes: a streaming mode and a historical mode, both of which are useful to traffic engineers who need to quickly analyze trajectories to better understand traffic behavior at an intersection.

Overall, this book presents a comprehensive overview of the application of computer vision and machine learning to solve transportation-related problems. Video Based Machine Learning for Traffic Intersections demonstrates how these techniques can be used to improve safety, efficiency, and traffic flow, as well as identify potential conflicts and issues before they occur. The range of novel approaches and techniques presented offers a glimpse of the exciting possibilities that lie ahead for ITS research and development.

Key Features:

This book constitutes the refereed proceedings of the 23rd Conference on Medical Image Understanding and Analysis, MIUA 2019, held in Liverpool, UK, in July 2019.

The 43 full papers presented were carefully reviewed and selected from 70 submissions. There were organized in topical sections named: oncology and tumour imaging; lesion, wound and ulcer analysis; biostatistics; fetal imaging; enhancement and reconstruction; diagnosis, classification and treatment; vessel and nerve analysis; image registration; image segmentation; ophthalmic imaging; and posters.

This handbook gathers together the state of the art on mathematical models and algorithms for imaging and vision. Its emphasis lies on rigorous mathematical methods, which represent the optimal solutions to a class of imaging and vision problems, and on effective algorithms, which are necessary for the methods to be translated to practical use in various applications. Viewing discrete images as data sampled from functional surfaces enables the use of advanced tools from calculus, functions and calculus of variations, and nonlinear optimization, and provides the basis of high-resolution imaging through geometry and variational models. Besides, optimization naturally connects traditional model-driven approaches to the emerging data-driven approaches of machine and deep learning.  No other framework can provide comparable accuracy and precision to imaging and vision.

Written by leading researchers in imaging and vision, the chapters in this handbook all start with gentle introductions, which make this work accessible to graduate students. For newcomers to the field, the book provides a comprehensive and fast-track introduction to the content, to save time and get on with tackling new and emerging challenges. For researchers, exposure to the state of the art of research works leads to an overall view of the entire field so as to guide new research directions and avoid pitfalls in moving the field forward and looking into the next decades of imaging and information services. This work can greatly benefit graduate students, researchers, and practitioners in imaging and vision; applied mathematicians; medical imagers; engineers; and computer scientists.

Nowadays neural computation has become an interdisciplinary field in its own right; researches have been conducted ranging from diverse disciplines, e.g. computational neuroscience and cognitive science, mathematics, physics, computer science, and other engineering disciplines. From different perspectives, neural computation provides an alternative methodology to understand brain functions and cognitive process and to solve challenging real-world problems effectively.

Trends in Neural Computation includes twenty chapters either contributed from leading experts or formed by extending well selected papers presented in the 2005 International Conference on Natural Computation. The edited book aims to reflect the latest progresses made in different areas of neural computation, including theoretical neural computation, biologically plausible neural modeling, computational cognitive science, artificial neural networks – architectures and learning algorithms and their applications in real-world problems.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this practical analysis of the law of business formations in China provides quick and easy guidance on a variety of corporate and partnership considerations such as mergers, rights and duties of interested parties, stock exchange rules, labour laws, and takeovers. Lawyers who handle transnational business will appreciate the explanation of local variations in terminology and the distinctive concepts that determine practice and procedure.

A general introduction covering historical background, definitions, sources of law, and the effect of international private law is followed by a discussion of such aspects as types of formation, capital, shares, management, control, liquidation, mergers, takeovers, holding companies, subsidiaries, and taxation. Big companies, various types of smaller entities, and partnerships are all covered in turn. These details are presented in such a way that readers who are unfamiliar with specific terms and concepts in varying contexts will fully grasp their meaning and significance.

Thorough yet practical, this convenient volume puts the information necessary for corporations to compete effectively at the user’s fingertips. An important and practical tool for business executives and their legal counsel interested in engaging in an international partnership or embarking on corporate expansion, this book will prove a valuable time-saving tool for business and legal professionals alike. Lawyers representing parties with interests in China will welcome this very useful guide, and academics and researchers will appreciate its value in the study of comparative business law.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this practical analysis of the law of business formations in China provides quick and easy guidance on a variety of corporate and partnership considerations such as mergers, rights and duties of interested parties, stock exchange rules, labour laws, and takeovers. Lawyers who handle transnational business will appreciate the explanation of local variations in terminology and the distinctive concepts that determine practice and procedure.

A general introduction covering historical background, definitions, sources of law, and the effect of international private law is followed by a discussion of such aspects as types of formation, capital, shares, management, control, liquidation, mergers, takeovers, holding companies, subsidiaries, and taxation. Big companies, various types of smaller entities, and partnerships are all covered in turn. These details are presented in such a way that readers who are unfamiliar with specific terms and concepts in varying contexts will fully grasp their meaning and significance.

Thorough yet practical, this convenient volume puts the information necessary for corporations to compete effectively at the user’s fingertips. An important and practical tool for business executives and their legal counsel interested in engaging in an international partnership or embarking on corporate expansion, this book will prove a valuable time-saving tool for business and legal professionals alike. Lawyers representing parties with interests in China will welcome this very useful guide, and academics and researchers will appreciate its value in the study of comparative business law.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this practical analysis of the law of business formations in China provides quick and easy guidance on a variety of corporate and partnership considerations such as mergers, rights and duties of interested parties, stock exchange rules, labour laws, and takeovers. Lawyers who handle transnational business will appreciate the explanation of local variations in terminology and the distinctive concepts that determine practice and procedure.

A general introduction covering historical background, definitions, sources of law, and the effect of international private law is followed by a discussion of such aspects as types of formation, capital, shares, management, control, liquidation, mergers, takeovers, holding companies, subsidiaries, and taxation. Big companies, various types of smaller entities, and partnerships are all covered in turn. These details are presented in such a way that readers who are unfamiliar with specific terms and concepts in varying contexts will fully grasp their meaning and significance.

Thorough yet practical, this convenient volume puts the information necessary for corporations to compete effectively at the user’s fingertips. An important and practical tool for business executives and their legal counsel interested in engaging in an international partnership or embarking on corporate expansion, this book will prove a valuable time-saving tool for business and legal professionals alike. Lawyers representing parties with interests in China will welcome this very useful guide, and academics and researchers will appreciate its value in the study of comparative business law.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this practical analysis of the law of business formations in China provides quick and easy guidance on a variety of corporate and partnership considerations such as mergers, rights and duties of interested parties, stock exchange rules, labour laws, and takeovers. Lawyers who handle transnational business will appreciate the explanation of local variations in terminology and the distinctive concepts that determine practice and procedure.

A general introduction covering historical background, definitions, sources of law, and the effect of international private law is followed by a discussion of such aspects as types of formation, capital, shares, management, control, liquidation, mergers, takeovers, holding companies, subsidiaries, and taxation. Big companies, various types of smaller entities, and partnerships are all covered in turn. These details are presented in such a way that readers who are unfamiliar with specific terms and concepts in varying contexts will fully grasp their meaning and significance.

Thorough yet practical, this convenient volume puts the information necessary for corporations to compete effectively at the user’s fingertips. An important and practical tool for business executives and their legal counsel interested in engaging in an international partnership or embarking on corporate expansion, this book will prove a valuable time-saving tool for business and legal professionals alike. Lawyers representing parties with interests in China will welcome this very useful guide, and academics and researchers will appreciate its value in the study of comparative business law.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this monograph on China not only describes and analyses the legal aspects of labour relations, but also examines labour relations practices and developing trends. It provides a survey of the subject that is both usefully brief and sufficiently detailed to answer most questions likely to arise in any pertinent legal setting. 

Both individual and collective labour relations are covered in ample detail, with attention to such underlying and pervasive factors as employment contracts, suspension of the contracts, dismissal laws and covenant of non-competition, as well as international private law. The author describes all important details of the law governing hours and wages, benefits, intellectual property implications, trade union activity, employers’ associations, workers’ participation, collective bargaining, industrial disputes, and much more.

Building on a clear overview of labour law and labour relations, the book offers practical guidance on which sound preliminary decisions may be based. It will find a ready readership among lawyers representing parties with interests in China, and academics and researchers will appreciate its value in the study of comparative trends in laws affecting labour and labour relations.

Derived from the renowned multi-volume International Encyclopaedia of Laws, this monograph on China not only describes and analyses the legal aspects of labour relations, but also examines labour relations practices and developing trends. It provides a survey of the subject that is both usefully brief and sufficiently detailed to answer most questions likely to arise in any pertinent legal setting. 

Both individual and collective labour relations are covered in ample detail, with attention to such underlying and pervasive factors as employment contracts, suspension of the contracts, dismissal laws and covenant of non-competition, as well as international private law. The author describes all important details of the law governing hours and wages, benefits, intellectual property implications, trade union activity, employers’ associations, workers’ participation, collective bargaining, industrial disputes, and much more.

Building on a clear overview of labour law and labour relations, the book offers practical guidance on which sound preliminary decisions may be based. It will find a ready readership among lawyers representing parties with interests in China, and academics and researchers will appreciate its value in the study of comparative trends in laws affecting labour and labour relations.