Graph Representation Learning

Graph Representation Learning PDF

Author: William L. William L. Hamilton

Publisher: Springer Nature

Published: 2022-06-01

Total Pages: 141

ISBN-13: 3031015886

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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.

Codex Canadensis and the Writings of Louis Nicolas

Codex Canadensis and the Writings of Louis Nicolas PDF

Author: François-Marc Gagnon

Publisher: McGill-Queen's Press - MQUP

Published: 2011-09-29

Total Pages: 676

ISBN-13: 0773587233

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Part art, part science, part anthropology, this ambitious project presents an early Canadian perspective on natural history that is as much artistic and fantastical as it is encyclopedic. Edited and introduced by François-Marc Gagnon, The Codex Canadensis and the Writings of Louis Nicolas showcases an intriguing attempt to document the life of the new world - flora, fauna, and aboriginal. The book brings together for the first time the illustrated Codex Canadensis and The Natural History of the New World, following Gagnon's argument that both can be attributed to Louis Nicolas, a French Jesuit priest who travelled throughout Canada between 1664 and 1675. Histoire Naturelle des Indes Occidentales, originally written in classical French, has been put in modern French by Réal Ouellet and translated into English by Nancy Senior. The Natural History presents a pre-Linnaean botany and pre-Darwinian account of living things, including hundreds of species of plants and vivid descriptions of wildlife. It is thoroughly annotated, focusing on the contemporary identification of species, as the result of a pan-Canadian collaboration of experts in fields from linguistics to biology and botany. The Codex Canadensis, currently in the collection of the Gilcrease Museum in Tulsa, Oklahoma, is reproduced in full and provides both a fascinating visual account of wildlife as Nicolas saw it and a rare example of early Canadian art. Gagnon's introduction profiles Louis Nicolas and analyses connections between his work and European examples of natural illustration from the period. The Codex Canadensis and the Writings of Louis Nicolas shows how the wildlife and native inhabitants of the new world were understood and documented by a seventeenth-century European and makes available fundamental documents in the history and visual culture of early North America.

Challenge for Change

Challenge for Change PDF

Author: Thomas Waugh

Publisher: McGill-Queen's Press - MQUP

Published: 2010-02-01

Total Pages: 611

ISBN-13: 0773585273

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Pioneering participatory, social change-oriented media, the program had a national and international impact on documentary film-making, yet this is the first comprehensive history and analysis of its work. The volume's contributors study dozens of films produced by the program, their themes, aesthetics, and politics, and evaluate their legacy and the program's place in Canadian, Québécois, and world cinema. An informative and nuanced look at a cinematic movement, Challenge for Change reemphasizes not just the importance of the NFB and its programs but also the role documentaries can play in improving the world.

Bibliotheca Osleriana

Bibliotheca Osleriana PDF

Author: Sir William Osler

Publisher: McGill-Queen's Press - MQUP

Published: 1969

Total Pages: 836

ISBN-13: 0773590501

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During his tenure as the Regius Professor of Medicine at Oxford from 1905-1919, Sir William Osler amassed a considerable library on the history of medicine and science. A Canadian native, Osler had studied at McGill University and decided to leave his collection of 7,600 items to its Faculty of Medicine. A catalogue, the Bibliotheca Osleriana, was compiled - a labour of love that took ten years to complete and involved W.W. Francis, R.H. Hill, and Archibald Malloch. Osler himself laid down the broad outlines of the catalogue and wrote many of the annotations.

Media, Memory, and the First World War

Media, Memory, and the First World War PDF

Author: David Williams

Publisher: McGill-Queen's Press - MQUP

Published: 2009

Total Pages: 334

ISBN-13: 0773576525

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Of interest to historians, classicists, media and digital theorists, literary scholars, museologists, and archivists, Media, Memory, and the First World War is a comparative study that shows how the dominant mode of communication in a popular culture - from oral traditions to digital media - shapes the structure of memory within that culture.

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