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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.
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.
Author: Robert H. Friis Publisher: Jones & Bartlett Publishers ISBN: 1284046036 Category : Medical Languages : en Pages : 474
Book Description
This book discusses occupational health and safety, including occupational policies, legislative acts, and laws for protection of workers. Epidemiology and toxicology are examples of two fields that make contributions to exposure assessments and illuminate the adverse health effects associated with work-related exposures. Among the adverse health outcomes that have been linked with the work environment are cancer, respiratory illness, and reproductive abnormalities. Unintentional injuries are one of the leading causes of work-related morbidity and mortality, but the psychological and social environment can also affect the health of workers by influencing levels of stress and morale. Methods have been developed to reduce exposures to hazards and increase occupational safety through redesign of the work environment, introduction of engineering controls, and limiting exposures to physical, microbial, and chemical agents. --
Author: Sir William Osler Publisher: McGill-Queen's Press - MQUP ISBN: 0773590501 Category : Reference Languages : en Pages : 836
Book Description
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.
Author: Adam Gacek Publisher: BRILL ISBN: 9047400844 Category : Reference Languages : en Pages : 288
Book Description
Covering the entire spectrum of Arabic manuscripts, and especially the handwritten book, this book consists of a glossary of technical terms and a bibliography. The technical terms, collected from a variety of sources, embrace a vast range of topics dealing with the making and reading (studying) of Arabic manuscripts. They include: the Arabic scripts, penmanship, writing materials and implements, the make-up of the codex, copying and correction, decoration and bookbinding. A similar coverage is reflected in the bibliography. In view of the fact that, as yet, there is no concise monograph on Arabic manuscripts in the English language, this book is an important contribution to this field. And, since Arabic manuscripts represent an enormous resource for research, this work is an indispensable reference for all students of Islamic civilization.
Author: Council of Science Editors. Style Manual Committee Publisher: ISBN: 9780226116495 Category : Reference Languages : en Pages : 722
Book Description
The Scientific Style and Format Eighth Edition Subcommittee worked to ensure the continued integrity of the CSE style and to provide a progressively up-to-date resource for our valued users, which will be adjusted as needed on the website. This new edition will prove to be an authoritative tool used to help keep the language and writings of the scientific community alive and thriving, whether the research is printed on paper or published online.
Author: Christopher Dummitt Publisher: McGill-Queen's Press - MQUP ISBN: 0773549390 Category : History Languages : en Pages :
Book Description
When Prime Minister William Lyon Mackenzie King died in 1950, the public knew little about his eccentric private life. In his final will King ordered the destruction of his private diaries, seemingly securing his privacy for good. Yet twenty-five years after King's death, the public was bombarded with stories about "Weird Willie," the prime minister who communed with ghosts and cavorted with prostitutes. Unbuttoned traces the transformation of the public’s knowledge and opinion of King's character, offering a compelling look at the changing way Canadians saw themselves and measured the importance of their leaders’ personal lives. Christopher Dummitt relates the strange posthumous tale of King's diary and details the specific decisions of King's literary executors. Along the way we learn about a thief in the public archives, stolen copies of King's diaries being sold on the black market, and an RCMP hunt for a missing diary linked to the search for Russian spies at the highest levels of the Canadian government. Analyzing writing and reporting about King, Dummitt concludes that the increasingly irreverent views of King can be explained by a fundamental historical transformation that occurred in the era in which King's diaries were released, when the rights revolution, Freud, 1960s activism, and investigative journalism were making self-revelation a cultural preoccupation. Presenting extensive archival research in a captivating narrative, Unbuttoned traces the rise of a political culture that privileged the individual as the ultimate source of truth, and made Canadians rethink what they wanted to know about politicians.
Author: Hasana Sharp Publisher: McGill-Queen's Press - MQUP ISBN: 0773599274 Category : Philosophy Languages : en Pages :
Book Description
Much of the history of Western ethical thought has revolved around debates about what constitutes a good life, and claims that a good life is achievable only by certain human beings. In Feminist Philosophies of Life, feminist, new materialist, posthumanist, and ecofeminist philosophers challenge this tendency, approaching the question of life from alternative perspectives. Signalling the importance of distinctively feminist reflections on matters of shared concern, Feminist Philosophies of Life not only exposes the propensity of discourses to normalize and exclude differently abled, racialized, feminized, and gender nonconforming people, it also asks questions about how life is constituted and understood without limiting itself to the human. A collection of articles that focuses on life as an organizing principle for ontology, ethics, and politics, chapters of this study respond to feminist thinkers such as Gloria Anzaldúa, Judith Butler, Adriana Cavarero, Simone de Beauvoir, Luce Irigaray, and Søren Kierkegaard. Divided into three parts, the book debates the question of life in and against the emerging school of new feminist materialism, provides feminist phenomenological and existentialist accounts of life, and focuses on lives marked by a particular precarity such as disability or incarceration, as well as life in the face of a changing climate. Calling for a broader account of lived experience, Feminist Philosophies of Life contains persuasive, original, and diverse analyses that address some of the most crucial feminist issues. Contributors include Christine Daigle (Brock University), Shannon Dea (University of Waterloo), Lindsay Eales (University of Alberta), Elizabeth Grosz (Duke University), Lisa Guenther (Vanderbilt University), Lynne Huffer (Emory University), Ada Jaarsma (Mount Royal University), Stephanie Jenkins (Oregon State University), Ladelle McWhorter (University of Richmond), Jane Barter Moulaison (University of Winnipeg), Astrida Neimanis (University of Sydney), Danielle Peers (University of Alberta), Stephen Seely (Rutgers University), Hasana Sharp (McGill University), Chloë Taylor (University of Alberta), Florentien Verhage (Washington and Lee University), Rachel Loewen Walker (Out Saskatoon), and Cynthia Willett (Emory University).
Author: William L. William L. Hamilton
Author: William L. William L. Hamilton
Author: Robert H. Friis
Author: Sandra Djwa
Author: James F. Jekel
Author: Sir William Osler
Author: Adam Gacek
Author: Council of Science Editors. Style Manual Committee
Author: Christopher Dummitt
Author: Hasana Sharp
Author: M. Max Hamon