Exploiting the Power of Group Differences - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Exploiting the Power of Group Differences write by Guozhu Dong. This book was released on 2022-05-31. Exploiting the Power of Group Differences available in PDF, EPUB and Kindle. 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.
Exploiting the Power of Group Differences
Exploiting the Power of Group Differences - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Exploiting the Power of Group Differences write by Guozhu Dong. This book was released on 2019-02-22. Exploiting the Power of Group Differences available in PDF, EPUB and Kindle. 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.
The NCAA and the Exploitation of College Profit-Athletes
The NCAA and the Exploitation of College Profit-Athletes - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The NCAA and the Exploitation of College Profit-Athletes write by Richard M. Southall. This book was released on 2023-05-04. The NCAA and the Exploitation of College Profit-Athletes available in PDF, EPUB and Kindle. 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.
Legal Protection of Children Against Sexual Exploitation in Taiwan
Legal Protection of Children Against Sexual Exploitation in Taiwan - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Legal Protection of Children Against Sexual Exploitation in Taiwan write by Amy H.L. Shee. This book was released on 2019-05-23. Legal Protection of Children Against Sexual Exploitation in Taiwan available in PDF, EPUB and Kindle. First published in 1998, this volume responds to child-prostitution being recognised as a major social problem in modern capitalist Taiwan. It is defined, both legally and socially, as a problem of ‘sexual transactions involving children and juveniles’, thus the issue of child maltreatment is submerged under other concerns. However, the main concern of this book is the protection of children from maltreatment, so related socio-legal measures will be examined by this parameter. During the social campaigns against child prostitution, structural problems such as police corruption, male sexual perversion, socio-economic inequality, and the maladjustment of aboriginal people in the modern Taiwanese society are subjugated to increasing criticism. Nevertheless, efforts to encounter any of them have had very limited accomplishment. This book intends to show that the functions of law in the prevention and treatment of the social problem of child prostitution cannot work as intended if those structural problems are not properly tackled. Suggestions are also made to address the need to reconceptualise the problem in the analytical framework of child maltreatment and to recommend the direction for reformation of policy and practice.
Moral Issues in Global Perspective - Volume 2: Human Diversity and Equality - Second Edition
Moral Issues in Global Perspective - Volume 2: Human Diversity and Equality - Second Edition - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Moral Issues in Global Perspective - Volume 2: Human Diversity and Equality - Second Edition write by Christine Koggel. This book was released on 2006-03-27. Moral Issues in Global Perspective - Volume 2: Human Diversity and Equality - Second Edition available in PDF, EPUB and Kindle. Now available in three thematic volumes, the second edition of Moral Issues in Global Perspective is a collection of the newest and best articles on current moral issues by moral and political theorists from around the globe. Each volume seeks to challenge the standard approaches to morality and moral issues shaped by Western liberal theory and to extend the inquiry beyond the context of North America. Covering a broad range of issues and arguments, this collection includes critiques of traditional liberal accounts of rights, justice, and moral values, while raising questions about the treatment of disadvantaged groups within and across societies affected by globalization. Providing new perspectives on issues such as war and terrorism, reproduction, euthanasia, censorship, and the environment, each volume of Moral Issues in Global Perspective incorporates work by race, class, feminist, and disability theorists. Human Diversity and Equality, the second of the three volumes, examines issues of equality and difference and the effects, within and across borders, of kinds of discrimination on the basis of race, ethnicity, gender, disability, class, and sexual orientation. Nine essays are new, four of which were written especially for this volume. Moral Issues in Global Perspective is available in three separate volumes—Moral and Political Theory, Human Diversity and Equality, and Moral Issues.
