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 synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.
The new edition of this classic reference offers a problem-based approach to pediatric diseases. It encompasses almost all pediatric subspecialties and covers every pediatric disease and organ system. It includes case studies and over 750 lavish illustrations.
Processing the Past explores the dramatic changes taking place in historical understanding and archival management, and hence the relations between historians and archivists. Written by an archivist and a historian, it shows how these changes have been brought on by new historical thinking, new conceptions of archives, changing notions of historical authority, modifications in archival practices, and new information technologies. The book takes an "archival turn" by situating archives as subjects rather than places of study, and examining the increasingly problematic relationships between historical and archival work. By showing how nineteenth- and early twentieth-century historians and archivists in Europe and North America came to occupy the same conceptual and methodological space, the book sets the background to these changes. In the past, authoritative history was based on authoritative archives and mutual understandings of scientific research. These connections changed as historians began to ask questions not easily answered by traditional documentation, and archivists began to confront an unmanageable increase in the amount of material they processed and the challenges of new electronic technologies. The authors contend that historians and archivists have divided into two entirely separate professions with distinct conceptual frameworks, training, and purposes, as well as different understandings of the authorities that govern their work. Processing the Past moves toward bridging this divide by speaking in one voice to these very different audiences. Blouin and Rosenberg conclude by raising the worrisome question of what future historical archives might be like if historical scholars and archivists no longer understand each other, and indeed, whether their now different notions of what is archival and historical will ever again be joined.
As You Like It" by William Shakespeare, edited by William Aldis Wright, is a timeless comedy that transports audiences to the enchanted Forest of Arden. Set against the backdrop of courtly intrigue and pastoral romance, Shakespeare's play follows the adventures of its characters as they seek refuge from the constraints of society and discover the transformative power of love and friendship. With its witty dialogue, memorable characters, and themes of disguise, mistaken identity, and the pursuit of true happiness, "As You Like It" is a celebration of the human spirit and the joys of life. Wright's expert editing ensures that Shakespeare's language is accessible to modern readers, while preserving the beauty and complexity of the original text. Whether performed on stage or enjoyed as a literary masterpiece, "As You Like It" continues to captivate audiences with its timeless charm and universal appeal.
This four-volume reset edition collects immigrants' letters, immigration guides, newspaper articles, county history biographies, and promotional and advisory pamphlets published by immigrants and travellers, land and railroad companies.
This four-volume reset edition collects immigrants' letters, immigration guides, newspaper articles, county history biographies, and promotional and advisory pamphlets published by immigrants and travellers, land and railroad companies.
Includes detailed maps of the known routes and railroad sites. Organized in antebellum America to help slaves escape to freedom, the Underground Railroad was cloaked in secrecy and operated at great peril to everyone involved. The system was extremely active in Pennsylvania, with routes in all parts of the state.This book retraces those routes, discusses the large city networks, identifies the houses and sites where escapees found refuge, and records the names of the people who risked their lives to support the operation.
In "Amazing Grace," the best-loved of all hymns, John Newton's allusions to the drama of his life tell the story of a youth who was a virtual slave in Sierra Leone before ironically becoming a slave trader himself. Liverpool, his home port, was the center of the most colossal, lucrative, and inhumane slave trade the world has ever known. A gradual spiritual awakening transformed Newton into an ardent evangelist and antislavery activist.Influenced by Methodists George Whitefield and John Wesley, Newton became prominent among those favoring a Methodist-style revival in the Church of England. This movement stressed personal conversion, simple worship, emotional enthusiasm, and social justice. While pastor of a poor flock in Olney, he and poet William Cowper produced a hymnal containing such perennial favorites as "Glorious Things of Thee Are Spoken" and "God Moves in a Mysterious Way." Later, while serving a church in London, Newton raised British consciousness on the immorality of the slave trade. The account he gave to Parliament of the atrocities he had witnessed helped William Wilberforce obtain legislation to abolish the slave trade in England.Newton's life story convinced many who are "found" after being "lost" to sing Gospel hymns as they lobbied for civil rights legislation. His close involvement with both capitalism and evangelicalism, the main economic and religious forces of his era, provide a fascinating case study of the relationship of Christians to their social environment. In an afterword on Newtonian Christianity, Phipps explains Newton's critique of Karl Marx's thesis that religious ideals are always the effect of what produces the most profit. Phipps relies on accountsNewton gives in his ship journal, diary, letters, and sermons for this most readable scholarly narrative.
This one-volume reference provides a comprehensive overview of gambling in the Americas, examining the history, morality, market growth, and economics of the gaming industry. This is the most complete encyclopedia of gambling, covering the industry in great detail including the players, the games, the venues, and the surrounding social issues. Updates in this second edition reveal the impact of technological advances on the games, the growing legislation regulating the industry, and the expanding global footprint of gambling across the world—from Manitoba to Montana. Author William N. Thompson postulates on the impact of gambling on local communities and shows how the U.S. gaming industry is tied to the global market, most notably gaming expansion in Macau and Singapore. The book addresses the various forms of gaming, such as casino-based and online gambling, sports betting, and lotteries. Additional content examines the social issue of problem and pathological gambling and addresses the rehabilitation programs available for the mitigation and treatment of gambling problems.
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