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This book provides a mathematical yet accessible introduction to the fundamental concepts, core challenges, and classic reinforcement learning algorithms. It aims to help readers understand the theoretical foundations of algorithms, providing insights into their design and functionality. Numerous illustrative examples are included throughout. The mathematical content is carefully structured to ensure readability and approachability.

The book is divided into two parts. The first part is on the mathematical foundations of reinforcement learning, covering topics such as the Bellman...

This book focuses on the effects of L1 cognitive resources on L2 reading e.g. the effects of L1 reading ability, the ability in L1 mental-structure building, L1 cognitive use in L2 reading, and other related cognitive mechanisms and capacities of EFL learners in China. It integrated test-based and product-oriented as well as VPA-based (verbal protocol analysis) and process-oriented experiments to address the problems of reading in a second language. This book provides several theoretical, methodological and pedagogical insights, including the multidimensional nature of L2 reading and...

This book delves into visual object tracking (VOT), a fundamental aspect of computer vision crucial for replicating human dynamic vision, with applications ranging from self-driving vehicles to surveillance systems. Despite significant strides propelled by deep learning, challenges such as target deformation and motion persist, exposing a disparity between cutting-edge VOT systems and human performance. This observation underscores the necessity to thoroughly scrutinize and enhance evaluation methodologies...

Addresses the methodology and theoretical foundation of battery manufacturing, service and management systems (BM²S²), and discusses the issues and challenges in these areas

This book brings together experts in the field to highlight the cutting edge research advances in BM²S² and to promote an innovative integrated research framework responding to the challenges. There are three major parts included in this book: manufacturing, service, and management. The first part focuses on battery manufacturing systems, including...