Exploiting The Power Of Group Differences

Author : Guozhu Dong
Publisher : Springer Nature
ISBN 13 : 303101913X
Total Pages : 135 pages
Book Rating : 4.35/5 ( download)

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Download or read book Exploiting the Power of Group Differences written by Guozhu Dong and published by Springer Nature. This book was released on 2022-05-31 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Guozhu Dong
Publisher :
ISBN 13 : 9781681735023
Total Pages : 146 pages
Book Rating : 4.24/5 ( download)

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Download or read book Exploiting the Power of Group Differences written by Guozhu Dong and published by . This book was released on 2019-02-22 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Richard M. Southall
Publisher : Univ of South Carolina Press
ISBN 13 : 1643363794
Total Pages : 356 pages
Book Rating : 4.90/5 ( download)

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Download or read book The NCAA and the Exploitation of College Profit-Athletes written by Richard M. Southall and published by Univ of South Carolina Press. This book was released on 2023-05-04 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 : Jasper van Woudenberg
Publisher : No Starch Press
ISBN 13 : 1593278756
Total Pages : 514 pages
Book Rating : 4.55/5 ( download)

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Download or read book The Hardware Hacking Handbook written by Jasper van Woudenberg and published by No Starch Press. This book was released on 2021-12-21 with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Hardware Hacking Handbook takes you deep inside embedded devices to show how different kinds of attacks work, then guides you through each hack on real hardware. Embedded devices are chip-size microcomputers small enough to be included in the structure of the object they control, and they’re everywhere—in phones, cars, credit cards, laptops, medical equipment, even critical infrastructure. This means understanding their security is critical. The Hardware Hacking Handbook takes you deep inside different types of embedded systems, revealing the designs, components, security limits, and reverse-engineering challenges you need to know for executing effective hardware attacks. Written with wit and infused with hands-on lab experiments, this handbook puts you in the role of an attacker interested in breaking security to do good. Starting with a crash course on the architecture of embedded devices, threat modeling, and attack trees, you’ll go on to explore hardware interfaces, ports and communication protocols, electrical signaling, tips for analyzing firmware images, and more. Along the way, you’ll use a home testing lab to perform fault-injection, side-channel (SCA), and simple and differential power analysis (SPA/DPA) attacks on a variety of real devices, such as a crypto wallet. The authors also share insights into real-life attacks on embedded systems, including Sony’s PlayStation 3, the Xbox 360, and Philips Hue lights, and provide an appendix of the equipment needed for your hardware hacking lab – like a multimeter and an oscilloscope – with options for every type of budget. You’ll learn: How to model security threats, using attacker profiles, assets, objectives, and countermeasures Electrical basics that will help you understand communication interfaces, signaling, and measurement How to identify injection points for executing clock, voltage, electromagnetic, laser, and body-biasing fault attacks, as well as practical injection tips How to use timing and power analysis attacks to extract passwords and cryptographic keys Techniques for leveling up both simple and differential power analysis, from practical measurement tips to filtering, processing, and visualization Whether you’re an industry engineer tasked with understanding these attacks, a student starting out in the field, or an electronics hobbyist curious about replicating existing work, The Hardware Hacking Handbook is an indispensable resource – one you’ll always want to have onhand.

Author : Alex Austin
Publisher : Springer Science & Business Media
ISBN 13 : 3663056422
Total Pages : 458 pages
Book Rating : 4.23/5 ( download)

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Download or read book Transforming Ethnopolitical Conflict written by Alex Austin and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: Das englischsprachige Berghof Handbook ist das internationale Referenzwerk zum Thema Konflikttransformation. The Berghof Handbook offers both practitioners and scholars a systematic overview of the state-of-the-art of conflict transformation.

Author : Lawrence B. Rosenfeld
Publisher : Merrill Publishing Company
ISBN 13 :
Total Pages : 116 pages
Book Rating : 4.76/5 ( download)

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Download or read book Now that We're All Here ... Relations in Small Groups written by Lawrence B. Rosenfeld and published by Merrill Publishing Company. This book was released on 1976 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : E. Wayne Nafziger
Publisher : OUP Oxford
ISBN 13 : 0191589136
Total Pages : 521 pages
Book Rating : 4.33/5 ( download)

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Download or read book War, Hunger, and Displacement: written by E. Wayne Nafziger and published by OUP Oxford. This book was released on 2000-10-19 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since the end of the cold war, the number of civil wars in developing countries has escalated to the point where they are the most significant source of human suffering in the world today. Although there are many political analyses of these emergencies, this two-volume work is the first comprehensive study of the economic, social, and political roots of humanitarian emergencies, identifying early measures to prevent such disasters. Nafziger, Stewart, and V--auml--;yrynen draw on a wide range of specialists on the political economy of war and on major conflicts to show the causes of conflict. The first volume provides a general overview of the nature and causes of the emergencies, including economic, political, and environmental factors. The second volume provides detailed case studies of thirteen conflicts (including Rwanda, Burundi, the Congo, Afghanistan, and the Caucasus) that originated in the weakness of the state or where economic factors predominate. The volumes emphasize the significance of protracted economic stagnation and decline, high and increasing inequality, government exclusion of distinct social groups, state failure and predatory rule. They debunk beliefs recurrent in the literature that emergencies are the result of deteriorating environmental conditions, structural adjustment, and deep-seated ethnic animosity. By analysing the causes and prevention of war and humanitarian emergencies in developing countries, this work outlines a less costly alternative to the present strategy of the world community of spending millions of dollars annually to provide mediation, relief, and rehabilitation after the conflict occurs.

Author : United Nations Office on Drugs and Crime
Publisher : United Nations
ISBN 13 : 9210043464
Total Pages : 180 pages
Book Rating : 4.65/5 ( download)

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Download or read book Prevention of Child Recruitment and Exploitation by Terrorist and Violent Extremist Groups written by United Nations Office on Drugs and Crime and published by United Nations. This book was released on 2019-08-09 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: The present Manual presents practical approaches and measures that can be put in place, particularly in the justice system and in collaboration with other sectors, to prevent child recruitment and exploitation by terrorist and violent extremist groups. Pursuing the common goal of preventing child recruitment by terrorist and violent extremist groups involves working together, not only within the justice system but also with other systems such as child protection, education and health, to design early interventions for children at risk and ensure that these children and their families receive the protection, assistance and support that they need.

Author : Françoise M. Bodone
Publisher : Peter Lang
ISBN 13 : 9780820470733
Total Pages : 308 pages
Book Rating : 4.32/5 ( download)

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Download or read book What Difference Does Research Make and for Whom? written by Françoise M. Bodone and published by Peter Lang. This book was released on 2005 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Education is a discipline that is constantly emerging, and for which there are more questions than answers. Beyond the research reports, the articles in refereed journals, and the well-crafted presentations, what is happening in education? What difference does our work make in the lives of those we research? How is education as a whole different because of our effort? And what is the nature of the difference we make? This book provides some answers to those questions based on engaged and critical research from around the world. It is also a critical reflection on new possibilities for qualitative research, its implications and relevance to educational practice. Andrew Hargreaves, Enora Brown, Graham Hingagaroa Smith, Jack Whitehead, Mutindi Mumbua, Andrew Gitlin, Phil Carspecken, and others invite readers to join the conversation, and take it beyond these pages by enriching and extending the discourse within their communities of practice.

Author : Billie Oliver
Publisher : Learning Matters
ISBN 13 : 0857254235
Total Pages : 184 pages
Book Rating : 4.38/5 ( download)

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Download or read book Working with Children, Young People and Families written by Billie Oliver and published by Learning Matters. This book was released on 2011-05-16 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is essential reading for anyone studying and working in the new integrated children's services. The Children's Workforce Development Strategy sets out the basic skills and knowledge needed by people whose work brings them into regular contact with children, young people and their families. Built around this Common Core of Skills and Knowledge and packed with case studies and reflective exercises, this book helps students and practitioners understand the theory behind these issues and develop strategies for embedding them within their own practice.