Text as Data

Text as Data PDF Author: Justin Grimmer
Publisher: Princeton University Press
ISBN: 0691207550
Category : Computers
Languages : en
Pages : 360

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Book Description
A guide for using computational text analysis to learn about the social world From social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning tools are rapidly transforming the way science and business are conducted. Text as Data shows how to combine new sources of data, machine learning tools, and social science research design to develop and evaluate new insights. Text as Data is organized around the core tasks in research projects using text—representation, discovery, measurement, prediction, and causal inference. The authors offer a sequential, iterative, and inductive approach to research design. Each research task is presented complete with real-world applications, example methods, and a distinct style of task-focused research. Bridging many divides—computer science and social science, the qualitative and the quantitative, and industry and academia—Text as Data is an ideal resource for anyone wanting to analyze large collections of text in an era when data is abundant and computation is cheap, but the enduring challenges of social science remain. Overview of how to use text as data Research design for a world of data deluge Examples from across the social sciences and industry

Text as Data

Text as Data PDF Author: Justin Grimmer
Publisher: Princeton University Press
ISBN: 0691207550
Category : Computers
Languages : en
Pages : 360

Get Book Here

Book Description
A guide for using computational text analysis to learn about the social world From social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning tools are rapidly transforming the way science and business are conducted. Text as Data shows how to combine new sources of data, machine learning tools, and social science research design to develop and evaluate new insights. Text as Data is organized around the core tasks in research projects using text—representation, discovery, measurement, prediction, and causal inference. The authors offer a sequential, iterative, and inductive approach to research design. Each research task is presented complete with real-world applications, example methods, and a distinct style of task-focused research. Bridging many divides—computer science and social science, the qualitative and the quantitative, and industry and academia—Text as Data is an ideal resource for anyone wanting to analyze large collections of text in an era when data is abundant and computation is cheap, but the enduring challenges of social science remain. Overview of how to use text as data Research design for a world of data deluge Examples from across the social sciences and industry

Billiards Without a Master

Billiards Without a Master PDF Author: Michael Phelan
Publisher:
ISBN:
Category : Billiards
Languages : en
Pages : 240

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Book Description


Hollywood Highbrow

Hollywood Highbrow PDF Author: Shyon Baumann
Publisher: Princeton University Press
ISBN: 0691187282
Category : Performing Arts
Languages : en
Pages : 242

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Book Description
Today's moviegoers and critics generally consider some Hollywood products--even some blockbusters--to be legitimate works of art. But during the first half century of motion pictures very few Americans would have thought to call an American movie "art." Up through the 1950s, American movies were regarded as a form of popular, even lower-class, entertainment. By the 1960s and 1970s, however, viewers were regularly judging Hollywood films by artistic criteria previously applied only to high art forms. In Hollywood Highbrow, Shyon Baumann for the first time tells how social and cultural forces radically changed the public's perceptions of American movies just as those forces were radically changing the movies themselves. The development in the United States of an appreciation of film as an art was, Baumann shows, the product of large changes in Hollywood and American society as a whole. With the postwar rise of television, American movie audiences shrank dramatically and Hollywood responded by appealing to richer and more educated viewers. Around the same time, European ideas about the director as artist, an easing of censorship, and the development of art-house cinemas, film festivals, and the academic field of film studies encouraged the idea that some American movies--and not just European ones--deserved to be considered art.

Machine Learning Algorithms and Applications

Machine Learning Algorithms and Applications PDF Author: Mettu Srinivas
Publisher: John Wiley & Sons
ISBN: 1119769248
Category : Computers
Languages : en
Pages : 372

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Book Description
Machine Learning Algorithms is for current and ambitious machine learning specialists looking to implement solutions to real-world machine learning problems. It talks entirely about the various applications of machine and deep learning techniques, with each chapter dealing with a novel approach of machine learning architecture for a specific application, and then compares the results with previous algorithms. The book discusses many methods based in different fields, including statistics, pattern recognition, neural networks, artificial intelligence, sentiment analysis, control, and data mining, in order to present a unified treatment of machine learning problems and solutions. All learning algorithms are explained so that the user can easily move from the equations in the book to a computer program.

Timm Rautert: No Photographing

Timm Rautert: No Photographing PDF Author: Timm Rautert
Publisher:
ISBN: 9783869303222
Category : Photography
Languages : en
Pages : 0

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Book Description
In 1974 the young Timm Rautert travelled to Pennsylvania to photograph those who would normally not allow themselves to be photographed: the Amish, a group of Anabaptist Protestant communities. Four years later Rautert returned to America, this time to the Hutterites who live so stringently by the Ten Commandments and the bible's restrictions on images that they have their identity cards issued without photographs. Both these two series were influential on Rautert's later work and No Photographing brings them together for the first time.

The Annenbergs

The Annenbergs PDF Author: John E. Cooney
Publisher: Simon & Schuster
ISBN:
Category : Biography & Autobiography
Languages : en
Pages : 456

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Book Description
"This is the colorful and dramatic biography of two of America's most controversial entrepreneurs: Moses Louis Annenberg, 'the racing wire king, ' who built his fortune in racketeering, invested it in publishing, and lost much of it in the biggest tax evasion case in United States history; and his son, Walter, launcher of TV Guide and Seventeen magazines and former ambassador to Great Britain."--Jacket.

Max Beckmann

Max Beckmann PDF Author: Karin Schick
Publisher: Prestel Publishing
ISBN: 9783791354088
Category : Still-life in art
Languages : en
Pages : 0

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Book Description
"The Still Lifes is accompanied by a richly illustrated catalogue that also features insightful scholarly essays on the topic."-- Provided by Hamburger Kunsthalle.

Illustrations of the Law of Kindness

Illustrations of the Law of Kindness PDF Author: George Montgomery
Publisher: BoD – Books on Demand
ISBN: 3368890506
Category : Fiction
Languages : en
Pages : 226

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Book Description
Reprint of the original, first published in 1841.

From Oligarchy to Republicanism

From Oligarchy to Republicanism PDF Author: Forrest A. Nabors
Publisher: University of Missouri Press
ISBN: 0826273912
Category : Political Science
Languages : en
Pages : 420

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Book Description
On December 4, 1865, members of the 39th United States Congress walked into the Capitol Building to begin their first session after the end of the Civil War. They understood their responsibility to put the nation back on the path established by the American Founding Fathers. The moment when the Republicans in the Reconstruction Congress remade the nation and renewed the law is in a class of rare events. The Civil War should be seen in this light. In From Oligarchy to Republicanism: The Great Task of Reconstruction, Forrest A. Nabors shows that the ultimate goal of the Republican Party, the war, and Reconstruction was the same. This goal was to preserve and advance republicanism as the American founders understood it, against its natural, existential enemy: oligarchy. The principle of natural equality justified American republicanism and required abolition and equal citizenship. Likewise, slavery and discrimination on the basis of color stand on the competing moral foundation of oligarchy, the principle of natural inequality, which requires ranks. The effect of slavery and the division of the nation into two “opposite systems of civilization” are causally linked. Charles Devens, a lawyer who served as a general in the Union Army, and his contemporaries understood that slavery’s existence transformed the character of political society. One of those dramatic effects was the increased power of slaveowners over those who did not have slaves. When the slave state constitutions enumerated slaves in apportioning representation using the federal three-fifths ratio or by other formulae, intra-state sections where slaves were concentrated would receive a substantial grant of political power for slave ownership. In contrast, low slave-owning sections of the state would lose political representation and political influence over the state. This contributed to the non-slaveholders’ loss of political liberty in the slave states and provided a direct means by which the slaveholders acquired and maintained their rule over non-slaveholders. This book presents a shared analysis of the slave South, synthesized from the writings and speeches of the Republicans who served in the Thirty-Eighth, Thirty-Ninth or Fortieth Congress from 1863-1869. The account draws from their writings and speeches dated before, during, and after their service in Congress. Nabors shows how the Republican majority, charged with the responsibility of reconstructing the South, understood the South. Republicans in Congress were generally united around the fundamental problem and goal of Reconstruction. They regarded their work in the same way as they regarded the work of the American founders. Both they and the founders were engaged in regime change, from monarchy in the one case, and from oligarchy in the other, to republicanism. The insurrectionary states’ governments had to be reconstructed at their foundations, from oligarchic to republican. The sharp differences within Congress pertained to how to achieve that higher goal.

The Sex-Starved Marriage

The Sex-Starved Marriage PDF Author: Michele Weiner-Davis
Publisher: Simon & Schuster Limited
ISBN: 9780743252416
Category : Psychosexual disorders
Languages : en
Pages : 224

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Book Description
'Not tonight, darling, I've got a headache...' An estimated one in three couples suffer from problems associated with one partner having a higher libido than the other. Marriage therapist Michele Weiner Davis has written THE SEX-STARVED MARRIAGE to help couples come to terms with this problem. Weiner Davis shows you how to address pyschological factors like depression, poor body image and communication problems that affect sexual desire. With separate chapters for the spouse that's ready for action and the spouse that's ready for sleep, THE SEX-STARVED MARRIAGE will help you re-spark your passion and stop you fighting about sex. Weiner Davis is renowned for her straight-talking style and here she puts it to great use to let you know you're not alone in having marital sex problems. Bitterness or complacency about ho-hum sex can ruin a marriage, breaking the emotional tie of good sex.