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Graph Representation Learning
Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical sy...
Program Synthesis
Program synthesis is the task of automatically finding a program in the underlying programming language that satisfies the user intent expressed in the form of some specification. Since the inception of artificial intelligence in the 1950s, this problem has been considered the holy grail of Computer Science. Despite inherent challenges in the problem such as ambiguity of user intent and a typically enormous search space of programs, the field of program synthesis has developed many different techniques that enable program synthesis in different real-life application domains. It is now used successfully in software engineering, biological discovery, compute-raided education, end-user programm...
Nonlocal Modeling, Analysis, and Computation
Studies of complexity, singularity, and anomaly using nonlocal continuum models are steadily gaining popularity. This monograph provides an introduction to basic analytical, computational, and modeling issues and to some of the latest developments in these areas. Nonlocal Modeling, Analysis, and Computation includes motivational examples of nonlocal models, basic building blocks of nonlocal vector calculus, elements of theory for well-posedness and nonlocal spaces, connections to and coupling with local models, convergence and compatibility of numerical approximations, and various applications, such as nonlocal dynamics of anomalous diffusion and nonlocal peridynamic models of elasticity and...
Pension Design and Structure
Employees are being given more and more decisions to make with regards to their pension and healthcare plans. Yet increasing research in the social sciences shows that the decisions 'real' people make are not those of the thoughtful and well-informed economic agent often portrayed in economic research, but are often based on flawed information and made without a full understanding of their financial implications. The contributors to Pension Design and Structure explore theassumptions behind commonly-held theories of retirement decision-making, and the consequences of the growing volume of research in behavioural finance and economics for the field of pension research. Contributors are drawn from a variety of disciplines, and include leading pensions experts.
Shopping Centers and Other Retail Properties
Shopping centers and other forms of retail properties continue tobe among the soundest real estate investments in North America. Butretail property is a highly specialized field of real estatedevelopment with a unique and complex set of legal, financial,development, management, and marketing variables about whichinvestors and developers must possess a sound working knowledge.Now this book arms with you with that knowledge, and muchmore. The most comprehensive, authoritative, up-to-date resource of itskind, Shopping Centers and Other Retail Properties covers everyvital aspect of negotiating, buying, selling, developing, managing,and marketing shopping centers and other retail properties. Edit...
Metal Curtain Walls
Metal Curtain Walls is a comprehensive guide to the design and construction of modern curtain wall systems. It covers everything from the basics of construction to detailed information on materials, finishes, and installation methods. With contributions from leading experts in the field, this book is an essential resource for architects, engineers, and builders involved in the design and construction of commercial and industrial buildings. This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work is in the "public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.
Chemical and Bioprocess Engineering
Examining energy, environment, and sustainability from the chemical engineering point of view, this book highlights critical issues faced by chemical engineers and biochemical engineers worldwide. The book covers recent trends in chemical engineering and bioprocess engineering, such as CFD simulation, statistical optimization, process control,
