Download or read book Outlier States written by Robert S. Litwak and published by Woodrow Wilson Center Press / Johns Hopkins University Press. This book was released on 2012-07-15 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Outlier States examines the role of the United States as an enforcer against the development of nuclear weapons in the international community. In the Bush era Iran and North Korea were branded “rogue” states for their flouting of international norms, and changing their regimes was the administration’s goal. The Obama administration has chosen instead to call the countries nuclear “outliers” and has proposed means other than regime change to bring them back into “the community of nations.” Outlier States, the successor to Litwak’s influential Regime Change: U.S. Strategy through the Prism of 9/11 (2007), explores this significant policy adjustment and raises questions about its feasibility and its possible consequences. Do international norms apply only to states’ external behavior, as it might relate, for example, to nuclear proliferation and terrorism, or do they matter no less for states’ internal behavior, as it might affect a population’s human rights? What is the appropriate role for the United States in the process of reintegration? America’s military power remains unmatched, but can the nation any longer shape singlehandedly an increasingly multi-polar international system? What do the precedents set in Iraq and Libya teach us about how current outliers can be integrated into the international community? And perhaps most important, how should the United States respond if outlier regimes eschew integration as a threat to their survival and continue to augment their nuclear capabilities?
Download or read book Outlier Analysis written by Charu C. Aggarwal and published by Springer. This book was released on 2016-12-10 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides comprehensive coverage of the field of outlier analysis from a computer science point of view. It integrates methods from data mining, machine learning, and statistics within the computational framework and therefore appeals to multiple communities. The chapters of this book can be organized into three categories: Basic algorithms: Chapters 1 through 7 discuss the fundamental algorithms for outlier analysis, including probabilistic and statistical methods, linear methods, proximity-based methods, high-dimensional (subspace) methods, ensemble methods, and supervised methods. Domain-specific methods: Chapters 8 through 12 discuss outlier detection algorithms for various domains of data, such as text, categorical data, time-series data, discrete sequence data, spatial data, and network data. Applications: Chapter 13 is devoted to various applications of outlier analysis. Some guidance is also provided for the practitioner. The second edition of this book is more detailed and is written to appeal to both researchers and practitioners. Significant new material has been added on topics such as kernel methods, one-class support-vector machines, matrix factorization, neural networks, outlier ensembles, time-series methods, and subspace methods. It is written as a textbook and can be used for classroom teaching.
Download or read book Outlier Detection for Temporal Data written by Manish Gupta and published by Springer Nature. This book was released on 2022-06-01 with total page 110 pages. Available in PDF, EPUB and Kindle. Book excerpt: Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Initial research in outlier detection focused on time series-based outliers (in statistics). Since then, outlier detection has been studied on a large variety of data types including high-dimensional data, uncertain data, stream data, network data, time series data, spatial data, and spatio-temporal data. While there have been many tutorials and surveys for general outlier detection, we focus on outlier detection for temporal data in this book. A large number of applications generate temporal datasets. For example, in our everyday life, various kinds of records like credit, personnel, financial, judicial, medical, etc., are all temporal. This stresses the need for an organized and detailed study of outliers with respect to such temporal data. In the past decade, there has been a lot of research on various forms of temporal data including consecutive data snapshots, series of data snapshots and data streams. Besides the initial work on time series, researchers have focused on rich forms of data including multiple data streams, spatio-temporal data, network data, community distribution data, etc. Compared to general outlier detection, techniques for temporal outlier detection are very different. In this book, we will present an organized picture of both recent and past research in temporal outlier detection. We start with the basics and then ramp up the reader to the main ideas in state-of-the-art outlier detection techniques. We motivate the importance of temporal outlier detection and brief the challenges beyond usual outlier detection. Then, we list down a taxonomy of proposed techniques for temporal outlier detection. Such techniques broadly include statistical techniques (like AR models, Markov models, histograms, neural networks), distance- and density-based approaches, grouping-based approaches (clustering, community detection), network-based approaches, and spatio-temporal outlier detection approaches. We summarize by presenting a wide collection of applications where temporal outlier detection techniques have been applied to discover interesting outliers. Table of Contents: Preface / Acknowledgments / Figure Credits / Introduction and Challenges / Outlier Detection for Time Series and Data Sequences / Outlier Detection for Data Streams / Outlier Detection for Distributed Data Streams / Outlier Detection for Spatio-Temporal Data / Outlier Detection for Temporal Network Data / Applications of Outlier Detection for Temporal Data / Conclusions and Research Directions / Bibliography / Authors' Biographies
Download or read book Identification of Outliers written by D. Hawkins and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: The problem of outliers is one of the oldest in statistics, and during the last century and a half interest in it has waxed and waned several times. Currently it is once again an active research area after some years of relative neglect, and recent work has solved a number of old problems in outlier theory, and identified new ones. The major results are, however, scattered amongst many journal articles, and for some time there has been a clear need to bring them together in one place. That was the original intention of this monograph: but during execution it became clear that the existing theory of outliers was deficient in several areas, and so the monograph also contains a number of new results and conjectures. In view of the enormous volume ofliterature on the outlier problem and its cousins, no attempt has been made to make the coverage exhaustive. The material is concerned almost entirely with the use of outlier tests that are known (or may reasonably be expected) to be optimal in some way. Such topics as robust estimation are largely ignored, being covered more adequately in other sources. The numerous ad hoc statistics proposed in the early work on the grounds of intuitive appeal or computational simplicity also are not discussed in any detail.
Download or read book Medicare Outlier Payments to Hospitals written by United States. Congress. Senate. Committee on Appropriations. Subcommittee on Departments of Labor, Health and Human Services, Education, and Related Agencies and published by . This book was released on 2004 with total page 56 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Medicare Prospective Payment and the American Health Care System written by and published by . This book was released on 1988 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Outliers written by Malcolm Gladwell and published by Penguin UK. This book was released on 2008-11-18 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the bestselling author of Blink and The Tipping Point, Malcolm Gladwell's Outliers: The Story of Success overturns conventional wisdom about genius to show us what makes an ordinary person an extreme overachiever. Why do some people achieve so much more than others? Can they lie so far out of the ordinary? In this provocative and inspiring book, Malcolm Gladwell looks at everyone from rock stars to professional athletes, software billionaires to scientific geniuses, to show that the story of success is far more surprising, and far more fascinating, than we could ever have imagined. He reveals that it's as much about where we're from and what we do, as who we are - and that no one, not even a genius, ever makes it alone. Outliers will change the way you think about your own life story, and about what makes us all unique. 'Gladwell is not only a brilliant storyteller; he can see what those stories tell us, the lessons they contain' Guardian 'Malcolm Gladwell is a global phenomenon ... he has a genius for making everything he writes seem like an impossible adventure' Observer 'He is the best kind of writer - the kind who makes you feel like you're a genius, rather than he's a genius' The Times
Download or read book Data Science Applied to Sustainability Analysis written by Jennifer Dunn and published by Elsevier. This book was released on 2021-05-11 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science Applied to Sustainability Analysis focuses on the methodological considerations associated with applying this tool in analysis techniques such as lifecycle assessment and materials flow analysis. As sustainability analysts need examples of applications of big data techniques that are defensible and practical in sustainability analyses and that yield actionable results that can inform policy development, corporate supply chain management strategy, or non-governmental organization positions, this book helps answer underlying questions. In addition, it addresses the need of data science experts looking for routes to apply their skills and knowledge to domain areas. Presents data sources that are available for application in sustainability analyses, such as market information, environmental monitoring data, social media data and satellite imagery Includes considerations sustainability analysts must evaluate when applying big data Features case studies illustrating the application of data science in sustainability analyses
Download or read book Ideology and International Institutions written by Erik Voeten and published by Princeton University Press. This book was released on 2021-01-12 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Can international institutions help create more cooperative and peaceful relations between states? If so, how? And what motivates states to create meaningful institutions in the first place? Though theorists and researchers have approached these questions from different schools of thought, the commonality among them is that institutions are apolitical and their purpose is to assure common gains or develop shared social norms and identities. Institutions succeed if they rise above petty power politics and fail when they succumb to political confrontations. In this book, Erik Voeten offers a new broader understanding of international institutions. Current theories offer conflicting portraits of why IOs form, why the succeed (or not) and their role in current politics. While international institutions can enhance the welfare of participants, they are simultaneously the structural means through which actors try to get what they want, often at the expense of others. Voeten argues that these distributive politics shape institutions and, in turn, institutions shape the conduct of such politics. The book will largely be theoretical, as its purpose is to illustrate an alternative way of understanding institutions rather than to test a specific hypothesis. After developing what the distributive theory of international institutions is, Voeten examines how this theory bears on other understandings of international institutions on a variety of scholarly perspectives, drawing on the extensive work in this area
Download or read book The Wealth and Poverty of African States written by Morten Jerven and published by Cambridge University Press. This book was released on 2022-01-13 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: A wealth of new data have been unearthed in recent years on African economic growth, wages, living standards, and taxes. In The Wealth and Poverty of African States, Morten Jerven shows how these findings transform our understanding of African economic development. He focuses on the central themes and questions that these state records can answer, tracing how African states evolved over time and the historical footprint they have left behind. By connecting the history of the colonial and postcolonial periods, he reveals an aggregate pattern of long-run growth from the late nineteenth century into the 1970s, giving way to widespread failure and decline in the 1980s, and then followed by two decades of expansion since the late 1990s. The result is a new framework for understanding the causes of poverty and wealth and the trajectories of economic growth and state development in Africa across the twentieth century.
Download or read book University of Chicago Law Review Volume 81 Number 3 Summer 2014 written by University of Chicago Law Review and published by Quid Pro Books. This book was released on 2014-09-19 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: The third issue of 2014 features three articles from recognized legal scholars, as well as extensive student research. Contents include: Articles: • Following Lower-Court Precedent, by Aaron-Andrew P. Bruhl • Constitutional Outliers, by Justin Driver • Intellectual Property versus Prizes: Reframing the Debate, by Benjamin N. Roin Review: • The Text, the Whole Text, and Nothing but the Text, So Help Me God: Un-Writing Amar's Unwritten Constitution, by Michael Stokes Paulsen Comments: • Standing on Ceremony: Can Lead Plaintiffs Claim Injury from Securities That They Did Not Purchase?, by Corey K. Brady • FISA's Fuzzy Line between Domestic and International Terrorism, by Nick Harper • The Perceived Intrusiveness of Searching Electronic Devices at the Border: An Empirical Study, by Matthew B. Kugler • Comcast Corp v Behrend and Chaos on the Ground, by Alex Parkinson • Maybe Once, Maybe Twice: Using the Rule of Lenity to Determine Whether 18 USC 924(c) Defines One Crime or Two, by F. Italia Patti • Let's Be Reasonable: Controlling Self-Help Discovery in False Claims Act Suits, by Stephen M. Payne • A Dispute Over Bona Fide Disputes in Involuntary Bankruptcy Proceedings, by Steven J. Winkelman The University of Chicago Law Review first appeared in 1933, thirty-one years after the Law School offered its first classes. Since then the Law Review has continued to serve as a forum for the expression of ideas of leading professors, judges, and practitioners, as well as students, and as a training ground for University of Chicago Law School students, who serve as its editors and contribute Comments and other research. Principal articles and essays are authored by accomplished legal and economics scholars. Quality ebook formatting includes active TOC, linked notes, active URLs in notes, and all the charts, tables, and formulae found in the original print version.
Download or read book Health Care Financing Review written by and published by . This book was released on 1989 with total page 762 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book FCC Record written by United States. Federal Communications Commission and published by . This book was released on 2002 with total page 732 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book New Frontiers of State Constitutional Law written by James A. Gardner and published by Oxford University Press. This book was released on 2010-12-14 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: New Frontiers of State Constitutional Law: Dual Enforcement of Norms projects a new vision for state constitutional law through a collection of essays that reflect a shift in legal thinking about the relationship between national and subnational systems of constitutional law. This book shatters the old image of American federalism as creating distinct systems of constitutional law. Instead, it shows how national and state constitutions and constitutional law are permanently and intimately linked.
Download or read book Special Study on Terminology written by and published by . This book was released on 1985 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book United States Congressional Serial Set Serial No 14994 House Reports Nos 360 364 written by and published by Government Printing Office. This book was released on with total page 1326 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book From Data and Information Analysis to Knowledge Engineering written by Myra Spiliopoulou and published by Springer Science & Business Media. This book was released on 2006-04-20 with total page 780 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume collects revised versions of papers presented at the 29th Annual Conference of the Gesellschaft für Klassifikation, the German Classification Society, held at the Otto-von-Guericke-University of Magdeburg, Germany, in March 2005. In addition to traditional subjects like Classification, Clustering, and Data Analysis, converage extends to a wide range of topics relating to Computer Science: Text Mining, Web Mining, Fuzzy Data Analysis, IT Security, Adaptivity and Personalization, and Visualization.
