Download or read book Graph Representation Learning written by William L. William L. Hamilton and published by Springer Nature. This book was released on 2022-06-01 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Download or read book Rough Diamond written by Angelina Fielding and published by . This book was released on 2021-06-08 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: Solider, politician, miner, pioneer, scion of the President, William Stephen Hamilton led a prolific life.Rough Diamond: The Life of Colonel William Stephen Hamilton examines the tumultuous early Republic period of American history through the life of Alexander Hamilton's son. Born in New York in 1797, the fifth son of President Alexander Hamilton, he was only six when his father was infamously killed in a duel with Vice President Aaron Burr. After resigning from West Point, Hamilton moved to frontier Illinois in 1817. The famous name of Hamilton that may have acquired him rank and prestige at one time was meaningless in a Midwestern frontier society driven by the Jacksonians. Yet, despite being hurled into a clash of economic, political, and cultural cultures, Hamilton determined to live his life by his own rules. A veteran of the Winnebago and Black Hawk Wars, Hamilton was elected to the Illinois House of Representatives before moving to the Wisconsin territory, where he founded the mining town of Hamilton's Diggings (Wiota, WI). When gold was discovered in California in 1948, he traveled west, where he would die in Sacramento in 1850. In Rough Diamond: The Life of Colonel William Stephen Hamilton, author A. K. Fielding expands the story of the Hamilton family. Hamilton's life offers a first-hand account of the formation of the Midwestern states, the realities of life on the frontier, and mass migration caused by the California Gold Rush.

Download or read book My Sixty Years on the Plains written by William Thomas Hamilton and published by Applewood Books. This book was released on 2010-10 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Fields of Fire written by David Constantine and published by Weidenfeld & Nicolson. This book was released on 2002 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: The life of Sir William Hamilton is rich in contradictions: hedonist, scholar and an aesthete with a Rabelaisian streak, he represented the epitome of honourable public service until, as the eighteenth century drew to its climax, his personal life and career were flung into freefall when he became involved in the most scandalous menage a trois of the century. After several years as a soldier, courtier and MP, he turned to the diplomatic world and, in 1764, was sent to Naples as Envoy Extraordinary to the Kingdom of the Two Sicilies. There Hamilton could indulge the two passions: volcanoes and vases. His observations of Vesuvius earned him a Fellowship of the Royal Society. His collection of vases was eventually acquired by the British Museum. Yet, for most people, William Hamilton is not remembered as a diplomat, art-collector and scholar but as the cuckolded husband of Emma Hamilton, mistress of the heroic Lord Nelson. Using the substantial correspondence between them and, for the first time, Hamilton's unpublished notebooks, David Constantine throws new light on the relationship between Sir William and the relentlessly self-improving Emma.

Download or read book The Stock Market Barometer written by William Peter Hamilton and published by . This book was released on 1922 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Vases Volcanoes written by Ian Jenkins and published by British Museum Press. This book was released on 1996 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Saints and Psychopaths written by William L. Hamilton and published by Dana. This book was released on 1995 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Life of Sir William Rowan Hamilton written by Robert Perceval Graves and published by . This book was released on 1889 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Philosophy of Sir William Hamilton Bart written by Sir William Hamilton and published by . This book was released on 1873 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Nature s Oracle written by Ullica Christina Olofsdotter Segerstråle and published by Oxford University Press, USA. This book was released on 2013-02-28 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: W.D.Hamilton was responsible for one of the major revolutions in evolutionary thought since Darwin - that of the 'gene's eye view of life'. He was a scientific pioneer, a misunderstood genius: risk-taker, jungle explorer, and uncompromising truth-seeker. This illuminating and moving biography documents Hamilton's extraordinary life and science.

Download or read book Official Register of the United States written by United States. Department of the Interior and published by . This book was released on 1895 with total page 1250 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Official Register of the United States written by United States Civil Service Commission and published by . This book was released on 1899 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Poetical Works of William Hamilton Collated with the Best Editions by Thomas Park written by William HAMILTON (Poet, of Bangour.) and published by . This book was released on 1805 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Works of Thomas Reid written by Thomas Reid and published by . This book was released on 1895 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Introducing William Hamilton written by William Hamilton and published by . This book was released on 1977 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Textbook of Human Anatomy written by William James Hamilton and published by Springer. This book was released on 1982-06-18 with total page 757 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book William Greaves written by Scott MacDonald and published by Columbia University Press. This book was released on 2021-06-01 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: William Greaves is one of the most significant and compelling American filmmakers of the past century. Best known for his experimental film about its own making, Symbiopsychotaxiplasm: Take One, Greaves was an influential independent documentary filmmaker who produced, directed, shot, and edited more than a hundred films on a variety of social issues and on key African American figures ranging from Muhammad Ali to Ralph Bunche to Ida B. Wells. A multitalented artist, his career also included stints as a songwriter, a member of the Actors Studio, and, during the late 1960s, a producer and cohost of Black Journal, the first national television show focused on African American culture and politics. This volume provides the first comprehensive overview of Greaves’s remarkable career. It brings together a wide range of material, including a mix of incisive essays from critics and scholars, Greaves’s own writings, an extensive meta-interview with Greaves, conversations with his wife and collaborator Louise Archambault Greaves and his son David, and a critical dossier on Symbiopsychotaxiplasm. Together, they illuminate Greaves’s mission to use filmmaking as a tool for transforming the ways African Americans were perceived by others and the ways they saw themselves. This landmark book is an essential resource on Greaves’s work and his influence on independent cinema and African-American culture.