Graph Representation Learning

Graph Representation Learning
Author: William L. William L. Hamilton
Publisher: Springer Nature
Total Pages: 141
Release: 2022-06-01
Genre: Computers
ISBN: 3031015886

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.

The Wallace

The Wallace
Author: Anne McKim
Publisher: Medieval Institute Publications
Total Pages: 305
Release: 2003-08-01
Genre: Literary Collections
ISBN: 1580444024

The Wallace catalogs the sheer brutality of war. We are regaled with such detailed accounts of the sacking of towns and the burning down of buildings full of screaming inhabitants that the smells and sounds, as well as the terrible sights, of war are graphically conveyed in language which seems designed not only to express Wallace's rage and Hary's antipathy but also to incite hatred of the English in his readers.

Rivals Unto Death

Rivals Unto Death
Author: Rick Beyer
Publisher: Hachette Books
Total Pages: 223
Release: 2017-02-21
Genre: Biography & Autobiography
ISBN: 0316504963

From the bestselling author of The Greatest Stories Never Told series, the epic history of Alexander Hamilton and Aaron Burr's illustrious and eccentric political careers and their fateful rivalry. The famous duel between Alexander Hamilton and Aaron Burr was the culmination of a story three decades in the making. Rivals unto Death vividly traces their rivalry back to the earliest days of the American Revolution, when Hamilton and Burr -- both brilliant, restless, and barely twenty years old -- elbowed their way onto the staff of General George Washington. The fast-moving account traces their intricate tug-of war, uncovering surprising details that led to their deadly encounter through battlefields, courtrooms, bedrooms, and the wildest presidential election in history, counting down the years to their fateful rendezvous on the dueling ground. This is politics made personal: shrill accusations, bruising collisions, and a parade of flesh and blood founders struggling--and often failing--to keep their tempers and jealousies in check. Smoldering in the background was a fundamental political divide that threatened to tear the new nation in two, and still persists to this day. The Burr and Hamilton that leap out of these pages are passionate, engaging, and utterly human characters inextricably linked together as Rivals unto Death.

The Hamilton Phenomenon

The Hamilton Phenomenon
Author: Chloe Northrop
Publisher: Vernon Press
Total Pages: 252
Release: 2022-07-05
Genre: History
ISBN: 1648894224

'The Hamilton Phenomenon' brings together a diverse group of scholars including university professors and librarians, educators at community colleges, Ph.D. candidates and independent scholars, in an exploration of the celebrated Broadway hit. When Lin-Manuel Miranda’s musical sensation erupted onto Broadway in 2015, scholars were underprepared for the impact the theatrical experience would have. Miranda’s use of rap, hip-hop, jazz, and Broadway show tunes provides the basis for this whirlwind showcase of America’s past through a reinterpretation of eighteenth-century history. Bound together by their shared interest in 'Hamilton: an American Musical', the authors in this volume diverge from a common touchstone to uncover the unique moment presented by this phenomenon. The two parts of this book feature different emerging themes, ranging from the meaning of the musical on stage, to how the musical is impacting pedagogy and teaching in the 21st century. The first part places Hamilton in the history of theatrical performances of the American Revolution, compares it with other musicals, and fleshes out the significance of postcolonial studies within theatrical performances. Esteemed scholars and educators provide the basis for the second part with insights on the efficacy, benefits, and pitfalls of teaching using Hamilton. Although other scholarly works have debated the historical accuracy of Hamilton, 'The Hamilton Phenomenon' benefits from more distance from the release of the musical, as well as the dissemination of the hit through traveling productions and the summer 2020 release on Disney+. Through critically engaging with Hamilton these authors unfold new insights on early American history, pedagogy, costume, race in theatrical performances, and the role of theatre in crafting interest in history.

A Victorian Marriage

A Victorian Marriage
Author: Anne van Weerden
Publisher: J. Fransje van Weerden
Total Pages: 528
Release: 2017-11-09
Genre: History
ISBN: 9463230025

The famous Irish mathematician Sir William Rowan Hamilton (1805-1865) is generally regarded as having been an unhappily married alcoholic. The aim of this essay is to show that, contrary to this widespread belief, Hamilton had a good marriage, that in fact large parts of his marriage were fairly happy. It is discussed where the idea of his marriage as having been an unhappy one came from, and it is shown that according to current standards he was by no means an alcoholic.

True Prep

True Prep
Author: Lisa Birnbach
Publisher: Knopf
Total Pages: 258
Release: 2011-11-01
Genre: Humor
ISBN: 0375712011

The author of "The Official Preppy Handbook" evaluates the world of preppies thirty years later, tracing how this generation has adapted to such modern challenges as the Internet, cell phones, and political correctness.