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.

James McGill is well known as the founder of McGill University but the rest of his accomplishments remain little known. This new biography reveals the fascinating life story of a man who, as fur trader, merchant, public servant, and colonel of the militia, played a significant role in Canada's development.

How often did our ancestors bathe? How often did they wash their clothes and change them? What did they understand cleanliness to be? Why have our hygienic habits changed so dramatically over time? In short, how have we come to be so clean? The Clean Body explores one of the most fundamental and pervasive cultural changes in Western history since the seventeenth century: the personal hygiene revolution. In the age of Louis XIV bathing was rare and hygiene was mainly a matter of wearing clean underclothes. By the late twentieth century frequent – often daily – bathing had become the norm and wearing freshly laundered clothing the general practice. Cleanliness, once simply a requirement for good health, became an essential element of beauty. Beneath this transformation lay a sea change in understandings, motives, ideologies, technologies, and practices, all of which shaped popular habits over time. Peter Ward explains that what began as an urban bourgeois phenomenon in the later eighteenth century became a universal condition by the end of the twentieth, touching young and old, rich and poor, city dwellers and country residents alike. Based on a wealth of sources in English, French, German, and Italian, The Clean Body surveys the great hygienic transformation that took place across Europe and North America over the course of four centuries.