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The definitive introduction to Bayesian cognitive science, written by pioneers of the field. How does human intelligence work, in engineering terms? How do our minds get so much from so little? Bayesian models of cognition provide a powerful framework for answering these questions by reverse-engineering the mind. This textbook offers an authoritative introduction to Bayesian cognitive science and a unifying theoretical perspective on how the mind works. Part I provides an introduction to the key mathematical ideas and illustrations with examples from the psychological literature, including detailed derivations of specific models and references that can be used to learn more about the underlying principles. Part II details more advanced topics and their applications before engaging with critiques of the reverse-engineering approach. Written by experts at the forefront of new research, this comprehensive text brings the fields of cognitive science and artificial intelligence back together and establishes a firmly grounded mathematical and computational foundation for the understanding of human intelligence. The only textbook comprehensively introducing the Bayesian approach to cognition Written by pioneers in the field Offers cutting-edge coverage of Bayesian cognitive science's research frontiers Suitable for advanced undergraduate and graduate students and researchers across the sciences with an interest in the mind, brain, and intelligence Features short tutorials and case studies of specific Bayesian models
Knowledge representation is an important task in understanding how humans think and learn. Although many representation models or cognitive models have been proposed, such as expert systems or knowledge graphs, they cannot represent procedural knowledge, i.e., dynamic knowledge, in an efficient way. This book introduces a new knowledge representation model called MDATA (Multi-dimensional Data Association and inTelligent Analysis). By modifying the representation of entities and relations in knowledge graphs, dynamic knowledge can be efficiently described with temporal and spatial characteristics. The MDATA model can be regarded as a high-level temporal and spatial knowledge graph model, which has strong capabilities for knowledge representation. This book introduces some key technologies in the MDATA model, such as entity recognition, relation extraction, entity alignment, and knowledge reasoning with spatiotemporal factors. The MDATA model can be applied in many critical applications and this book introduces some typical examples, such as network attack detection, social network analysis, and epidemic assessment. The MDATA model should be of interest to readers from many research fields, such as database, cyberspace security, and social network, as the need for the knowledge representation arises naturally in many practical scenarios.
The UN Convention on the Law of the Sea (UNCLOS), signed in 1982 and going into force in 1994, was the product of intensive international debates from the 1950s onward. UNCLOS continues to be the subject of vital debates on new initiatives that seek to clarify or expand the scope of the ocean regime. In Ocean Law Debates: The 50-Year Legacy and Emerging Issues for the Years Ahead, distinguished authors analyze the content of these debates, providing both historical perspectives and keen analyses of present-day issues. Several chapters focus on the contributions to debates over half a century’s time by the Law of the Sea Institute, including the controversies involving maritime delimitation issues, creation of marine fisheries law, and responses to the manifold challenges posed by dramatic advances in science and technology. Complementing these historical perspectives, a section of five chapters offers critical discussion of today’s movement to create a regime to sustain biodiversity in the Area Beyond National Jurisdiction. Finally, the volume offers diverse perspectives on the implementation and judicial interpretation of UNCLOS, international whaling regulation, Arctic regional issues, seabed mining problems, the geopolitics of Marine Protected Area declarations, and the role of the IMO in responding to climate change.
This seven-volume series is the most extensive treatise on early life histories of the freshwater fishes of North America. It represents the state-of-the-art in fishery biology and provides a systematic approach to the study of early life histories of all the fishes in this region. Each volume contains distinguishing characteristics and a pictorial