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.

A natural history and illustrations of the New World in the seventeenth century.

Some nos. are reprints from: Annual report of the governors, principal and fellows.

A historical narrative and critical analysis of higher education centred on the experiences of Black students and faculty at McGill University.

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.

Saturn and Melancholy remains an iconic text in art history, intellectual history, and the study of culture, despite being long out of print in English. Rooted in the tradition established by Aby Warburg and the Warburg Library, this book has deeply influenced understandings of the interrelations between the humanities disciplines since its first publication in English in 1964. This new edition makes the original English text available for the first time in decades. Saturn and Melancholy offers an unparalleled inquiry into the origin and development of the philosophical and medical theories on which the ancient conception of the temperaments was based and discusses their connections to astrological and religious ideas. It also traces representations of melancholy in literature and the arts up to the sixteenth century, culminating in a landmark analysis of Dürer's most famous engraving, Melencolia I. This edition features Raymond Klibansky's additional introduction and bibliographical amendments for the German edition, as well as translations of source material and 155 original illustrations. An essay on the complex publication history of this pathbreaking project - which almost did not see the light of day - covers more than eighty years, including its more recent heritage. Making new a classic book that has been out of print for over four decades, this expanded edition presents fresh insights about Saturn and Melancholy and its legacy as a precursor to modern interdisciplinary studies.

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.