Exploiting The Power Of Group Differences
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Author | : Guozhu Dong |
Publisher | : Springer Nature |
Total Pages | : 135 |
Release | : 2022-05-31 |
Genre | : Computers |
ISBN | : 303101913X |
This book presents pattern-based problem-solving methods for a variety of machine learning and data analysis problems. The methods are all based on techniques that exploit the power of group differences. They make use of group differences represented using emerging patterns (aka contrast patterns), which are patterns that match significantly different numbers of instances in different data groups. A large number of applications outside of the computing discipline are also included. Emerging patterns (EPs) are useful in many ways. EPs can be used as features, as simple classifiers, as subpopulation signatures/characterizations, and as triggering conditions for alerts. EPs can be used in gene ranking for complex diseases since they capture multi-factor interactions. The length of EPs can be used to detect anomalies, outliers, and novelties. Emerging/contrast pattern based methods for clustering analysis and outlier detection do not need distance metrics, avoiding pitfalls of the latter in exploratory analysis of high dimensional data. EP-based classifiers can achieve good accuracy even when the training datasets are tiny, making them useful for exploratory compound selection in drug design. EPs can serve as opportunities in opportunity-focused boosting and are useful for constructing powerful conditional ensembles. EP-based methods often produce interpretable models and results. In general, EPs are useful for classification, clustering, outlier detection, gene ranking for complex diseases, prediction model analysis and improvement, and so on. EPs are useful for many tasks because they represent group differences, which have extraordinary power. Moreover, EPs represent multi-factor interactions, whose effective handling is of vital importance and is a major challenge in many disciplines. Based on the results presented in this book, one can clearly say that patterns are useful, especially when they are linked to issues of interest. We believe that many effective ways to exploit group differences' power still remain to be discovered. Hopefully this book will inspire readers to discover such new ways, besides showing them existing ways, to solve various challenging problems.
Author | : Ryan Kuja |
Publisher | : Wipf and Stock Publishers |
Total Pages | : 203 |
Release | : 2018-05-22 |
Genre | : Religion |
ISBN | : 1498240143 |
"For the sake of the world, we question. For the sake of the gospel, we examine. For the sake of the dignity of the image-bearers we serve--as well as ourselves--we inquire." The evolution that has taken place in the world of mission over the last twenty-five years has left many Christians asking brutally honest questions about what we do and why we do it. Are we doing more damage than good? What does it look like to truly love and serve the marginalized in an authentic and effective way? What, actually, is the gospel and is it truly good news? In this groundbreaking book, Ryan Kuja vividly examines the world of Christian mission as few have seen it. With a beautiful balance of storytelling and theological reflection birthed from his own painful and powerful experiences on and off the field--from rural villages in South Sudan to major cities across Asia, Africa, and Latin America--Ryan guides us into global mission's past and present, revealing where the light and hope lie, helping recover a missional future that will usher us into a new era. This is mission reimagined for a world recreated . . . from the inside out.
Author | : Richard M. Southall |
Publisher | : Univ of South Carolina Press |
Total Pages | : 356 |
Release | : 2023-05-04 |
Genre | : Sports & Recreation |
ISBN | : 1643363794 |
A well-constructed and reasoned debunking of the mythology of amateurism in for-profit NCAA athletics For the last 60-plus-years, as the revenue-generating capacity of Power Five football and men's basketball has dramatically increased, NCAA Division I Power Five football and men's basketball players (college profit-athletes) have been economically exploited, their labor has been severely restricted. To mask this inequity, the NCAA and its members created, disseminated, and embedded a fictitious "collegiate model of athletics" established and repeatedly modified for the benefit of member schools, designed to ensure profit-athletes were denied employment status and just compensation for their athletic labor. The NCAA and the Exploitation of College Profit-Athletes: An Amateurism That Never Was provides a comprehensive historical, sociological, legal, financial, and managerial argument for the reclassification of profit-athletes as employees. Such a reclassification would permit profit-athletes to gain not only fair financial compensation but also equal access to educational benefits that have been promised but systematically denied. The authors trace how Power Five college sports have morphed into a hyper professionalized and commercialized sport–business enterprise. They provide evidence that at least since 1956 the NCAA's amateurism has been a collusive, exploitative, and racialized "pay for play" scheme that disproportionately affects Black profit-athletes. The authors cut through the institutional doublespeak of approved benefits, cost-of-attendance stipends, or name, image, likeness (NIL) collectives to lay bare the immorality of Power Five college sports. The NCAA and the Exploitation of College Profit-Athletes makes the case that profit-athletes (and their representatives) must have the right to unionize and freely negotiate a collective bargaining agreement with management (e.g., NCAA, Power Five conferences and athletic departments). In addition, this book offers a forward-thinking structure in which individual labor contracts, or a potential collective bargaining agreement, address profit-athlete compensation and working conditions.
Author | : Peter Blau |
Publisher | : Routledge |
Total Pages | : 389 |
Release | : 2017-09-29 |
Genre | : Social Science |
ISBN | : 1351521209 |
In his landmark study of exchange and power in social life, Peter M. Blau contributes to an understanding of social structure by analyzing the social processes that govern the relations between individuals and groups. The basic question that Blau considers is: How does social life become organized into increasingly complex structures of associations among humans.This analysis, first published in 1964, represents a pioneering contribution to the sociological literature. Blau uses concepts of exchange, reciprocity, imbalance, and power to examine social life and to derive the more complex processes in social structure from the simpler ones. The principles of reciprocity and imbalance are used to derive such processes as power, changes in group structure; and the two major forces that govern the dynamics of complex social structures: the legitimization of organizing authority of increasing scope and the emergence of oppositions along different lines producing conflict and change.
Author | : Robert Miles |
Publisher | : Psychology Press |
Total Pages | : 260 |
Release | : 1993 |
Genre | : History |
ISBN | : 9780415100342 |
Discusses the shifting definitions of racism and challenges the common conception that racism is experienced exclusively by black people. The book aims to occupy the centre of debate on the sociology of racism and ethnic studies.
Author | : Thomas K. Nakayama |
Publisher | : John Wiley & Sons |
Total Pages | : 658 |
Release | : 2012-11-28 |
Genre | : Social Science |
ISBN | : 1118400089 |
The Handbook of Critical Intercultural Communication aims to furnish scholars with a consolidated resource of works that highlights all aspects of the field, its historical inception, logics, terms, and possibilities. A consolidated resource of works that highlights all aspects of this developing field, its historical inception, logics, terms, and possibilities Traces the significant historical developments in intercultural communication Helps students and scholars to revisit, assess, and reflect on the formation of critical intercultural communication studies Posits new directions for the field in terms of theorizing, knowledge production, and social justice engagement
Author | : Guo-Ming Chen |
Publisher | : Cambridge Scholars Publishing |
Total Pages | : 395 |
Release | : 2014-05-02 |
Genre | : Language Arts & Disciplines |
ISBN | : 1443859958 |
Intercultural communication competence is an indispensable ability for people to interact appropriately and effectively across nations and regions in the globalized world. Competent intercultural communication enables people to reach mutual understanding as well as reciprocal relationships. In recent decades, considerable progress has been made in the research of intercultural communication competence. However, due to its complexity, many problems remain unanswered and need to be addressed. This book seeks to conceptualize intercultural communication competence from diverse perspectives, explore its re-conceptualization in globalization, and investigate its development in cultural contexts and interaction scenarios. A group of leading international scholars in different academic disciplines join to map out a comprehensive picture, providing an in-depth and up-to-date work on intercultural communication competence. The book adopts an interdisciplinary approach and enhances readers’ understanding on the concept of intercultural communication competence. It is a useful source for educators, researchers, students and professionals.
Author | : United States. Congress. House. Committee on Merchant Marine and Fisheries. Subcommittee on Oceanography |
Publisher | : |
Total Pages | : 346 |
Release | : 1975 |
Genre | : Coastal zone management |
ISBN | : |
Author | : Maria Krysan |
Publisher | : Russell Sage Foundation |
Total Pages | : 288 |
Release | : 2004-11-11 |
Genre | : Social Science |
ISBN | : 161044342X |
The legal institutions of overt racism in the United States have been eliminated, but social surveys and investigations of social institutions confirm the continuing significance of race and the enduring presence of negative racial attitudes. This shift from codified and explicit racism to more subtle forms comes at a time when the very boundaries of race and ethnicity are being reshaped by immigration and a rising recognition that old systems of racial classification inadequately capture a diverse America. In The Changing Terrain of Race and Ethnicity, editors Maria Krysan and Amanda Lewis bring together leading scholars of racial dynamics to study the evolution of America's racial problem and its consequences for race relations in the future. The Changing Terrain of Race and Ethnicity opens by attempting to answer a puzzling question: how is it that so many whites think racism is no longer a problem but so many nonwhites disagree? Sociologist Lawrence Bobo contends that whites exhibit what he calls "laissez faire racism," which ignores historical and structural contributions to racial inequality and does nothing to remedy the injustices of the status quo. Tyrone Forman makes a similar case in his chapter, contending that an emphasis on "color blindness" allows whites to be comforted by the idea that all races are on a level playing field, while not recognizing the advantages they themselves have reaped from years of inequality. The book then moves to a discussion of the new ways that Americans view race. Eduardo Bonilla-Silva and Karen Glover argue that the United States is moving from a black-white divide to a tripartite system, where certain light-skinned, non-threatening minority groups are considered "honorary whites." The book's final section reexamines the theoretical underpinnings of scholarship on race and ethnicity. Joe Feagin argues that research on racism focuses too heavily on how racial boundaries are formed and needs to concentrate more on how those boundaries are used to maintain privileges for certain groups at the expense of others. Manning Marable contends that racism should be addressed at an institutional level to see the prevalence of "structural racism"—deeply entrenched patterns of inequality that are coded by race and justified by stereotypes. The Changing Terrain of Race and Ethnicity provides an in-depth view of racism in modern America, which may be less conspicuous but not necessarily less destructive than its predecessor, Jim Crow. The book's rich analysis and theoretical insight shed light on how, despite many efforts to end America's historic racial problem, it has evolved and persisted into the 21st century.
Author | : Marja Evelyn Mogk |
Publisher | : McFarland |
Total Pages | : 283 |
Release | : 2013-10-04 |
Genre | : Health & Fitness |
ISBN | : 0786465352 |
This collection of 19 new essays by 21 authors from the United States, the UK, Canada, Australia and India focuses on contemporary film and television (1989 to the present) from those countries as well as from China, Korea, Thailand and France. The essays are divided into two parts. The first includes critical readings of narrative film and television. The second includes contributions on documentaries, biopics and autobiographically-informed films. The book as a whole is designed to be accessible to readers new to disability studies while also contributing significantly to the field. An introduction gives background on disability studies and appendices provide a filmography and a list of suggested reading.