Author: Dempsey
Publisher:
ISBN:
Category :
Languages : en
Pages : 0
Book Description
International Air Carrier Liability
Graph Representation Learning
Author: William L. William L. Hamilton
Publisher: Springer Nature
ISBN: 3031015886
Category : Computers
Languages : en
Pages : 141
Book Description
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.
Publisher: Springer Nature
ISBN: 3031015886
Category : Computers
Languages : en
Pages : 141
Book Description
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.
Meetings with Books
Author: Raymond Klibansky
Publisher:
ISBN: 9781770962200
Category : Libraries
Languages : en
Pages : 257
Book Description
Publisher:
ISBN: 9781770962200
Category : Libraries
Languages : en
Pages : 257
Book Description
McGill University Publications
Author: McGill University
Publisher:
ISBN:
Category : Economics
Languages : en
Pages : 38
Book Description
Publisher:
ISBN:
Category : Economics
Languages : en
Pages : 38
Book Description
Codex Canadensis and the Writings of Louis Nicolas
Author: Louis Nicolas
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773538763
Category : Art
Languages : en
Pages : 573
Book Description
A natural history and illustrations of the New World in the seventeenth century.
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773538763
Category : Art
Languages : en
Pages : 573
Book Description
A natural history and illustrations of the New World in the seventeenth century.
McGill University Publications
Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 576
Book Description
Some nos. are reprints from: Annual report of the governors, principal and fellows.
Publisher:
ISBN:
Category :
Languages : en
Pages : 576
Book Description
Some nos. are reprints from: Annual report of the governors, principal and fellows.
Black Racialization and Resistance at an Elite University
Author: rosalind hampton
Publisher: University of Toronto Press
ISBN: 1487524862
Category : Black people
Languages : en
Pages : 224
Book Description
A historical narrative and critical analysis of higher education centred on the experiences of Black students and faculty at McGill University.
Publisher: University of Toronto Press
ISBN: 1487524862
Category : Black people
Languages : en
Pages : 224
Book Description
A historical narrative and critical analysis of higher education centred on the experiences of Black students and faculty at McGill University.
Challenge for Change
Author: Thomas Waugh
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773585273
Category : Performing Arts
Languages : en
Pages : 611
Book Description
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.
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773585273
Category : Performing Arts
Languages : en
Pages : 611
Book Description
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.
Strengths-Based Nursing Care
Author: Laurie N. Gottlieb, PhD, RN
Publisher: Springer Publishing Company
ISBN: 0826195873
Category : Medical
Languages : en
Pages : 450
Book Description
This is the first practical guide for nurses on how to incorporate the knowledge, skills, and tools of Strength-Based Nursing Care (SBC) into everyday practice. The text, based on a model developed by the McGill University Nursing Program, signifies a paradigm shift from a deficit-based model to one that focuses on individual, family, and community strengths as a cornerstone of effective nursing care. The book develops the theoretical foundations underlying SBC, promotes the acquisition of fundamental skills needed for SBC practice, and offers specific strategies, techniques, and tools for identifying strengths and harnessing them to facilitate healing and health. The testimony of 46 nurses demonstrates how SBC can be effectively used in multiple settings across the lifespan.
Publisher: Springer Publishing Company
ISBN: 0826195873
Category : Medical
Languages : en
Pages : 450
Book Description
This is the first practical guide for nurses on how to incorporate the knowledge, skills, and tools of Strength-Based Nursing Care (SBC) into everyday practice. The text, based on a model developed by the McGill University Nursing Program, signifies a paradigm shift from a deficit-based model to one that focuses on individual, family, and community strengths as a cornerstone of effective nursing care. The book develops the theoretical foundations underlying SBC, promotes the acquisition of fundamental skills needed for SBC practice, and offers specific strategies, techniques, and tools for identifying strengths and harnessing them to facilitate healing and health. The testimony of 46 nurses demonstrates how SBC can be effectively used in multiple settings across the lifespan.
Saturn and Melancholy
Author: Raymond Klibansky
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773559523
Category : Philosophy
Languages : en
Pages : 489
Book Description
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.
Publisher: McGill-Queen's Press - MQUP
ISBN: 0773559523
Category : Philosophy
Languages : en
Pages : 489
Book Description
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.