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Applied Statistical Learning
This textbook provides an accessible overview of statistical learning methods and techniques, and includes case studies using the statistical software Stata. After introductory material on statistical learning concepts and practical aspects, each further chapter is devoted to a statistical learning algorithm or a group of related techniques. In particular, the book presents logistic regression, regularized linear models such as the Lasso, nearest neighbors, the Naive Bayes classifier, classification trees, random forests, boosting, support vector machines, feature engineering, neural networks, and stacking. It also explains how to construct n-gram variables from text data. Examples, conceptual exercises and exercises using software are featured throughout, together with case studies in Stata, mostly from the social sciences; true to the book’s goal to facilitate the use of modern methods of data science in the field. Although mainly intended for upper undergraduate and graduate students in the social sciences, given its applied nature, the book will equally appeal to readers from other disciplines, including the health sciences, statistics, engineering and computer science.
Statistical Techniques for Network Security: Modern Statistically-Based Intrusion Detection and Protection
Provides statistical modeling and simulating approaches to address the needs for intrusion detection and protection. Covers topics such as network traffic data, anomaly intrusion detection, and prediction events.
Applied Cryptography and Network Security
This book constitutes the refereed proceedings of the First International Conference on Applied Cryptography and Network Security, ACNS 2003, held in Kunming, China, in October 2003. The 32 revised full papers presented were carefully reviewed and selected from a total of 191 submissions. The papers are organized in topical sections on cryptographic applications, intrusion detection, cryptographic algorithms, digital signatures, security modeling, Web security, security protocols, cryptanalysis, key management, and efficient implementations.
The American Illness
DIVThis provocative book brings together twenty-plus contributors from the fields of law, economics, and international relations to look at whether the U.S. legal system is contributing to the country’s long postwar decline. The book provides a comprehensive overview of the interactions between economics and the law—in such areas as corruption, business regulation, and federalism—and explains how our system works differently from the one in most countries, with contradictory and hard to understand business regulations, tort laws that vary from state to state, and surprising judicial interpretations of clearly written contracts. This imposes far heavier litigation costs on American companies and hampers economic growth./div
Living Weapons
"Biological weapons are widely feared, yet rarely used. Biological weapons were the first weapon prohibited by an international treaty, yet the proliferation of these weapons increased after they were banned in 1972. Biological weapons are frequently called 'the poor man's atomic bomb,' yet they cannot provide the same deterrent capability as nuclear weapons. One of my goals in this book is to explain the underlying principles of these apparent paradoxes."—from Living Weapons Biological weapons are the least well understood of the so-called weapons of mass destruction. Unlike nuclear and chemical weapons, biological weapons are composed of, or derived from, living organisms. In Living Weap...
Screening
The process of discovery in science and technology may require investigation of a large number of features, such as factors, genes or molecules. In Screening, statistically designed experiments and analyses of the resulting data sets are used to identify efficiently the few features that determine key properties of the system under study. This book brings together accounts by leading international experts that are essential reading for those working in fields such as industrial quality improvement, engineering research and development, genetic and medical screening, drug discovery, and computer simulation of manufacturing systems or economic models. Our aim is to promote cross-fertilization ...
Gulf War Reparations and the UN Compensation Commission
In Gulf War Reparations and the UN Compensation Commission: Environmental Liability, experts who held leadership positions and worked directly with the UNCC draw on their experience with the institution and provide a comprehensive view of the United Nations Compensation Comission and its work in the aftermath of the Gulf War. In this volume, the first of two on the UNCC's work, the authors explain that the United Nations Security Council established the ad hoc compensation commission to address reparations as a component of the ceasefire following Iraq's 1990-91 invasion and occupation of Kuwait. The authors also describe how the work of the United Nations Compensation Commission addressed i...
Contrast Data Mining
A Fruitful Field for Researching Data Mining Methodology and for Solving Real-Life ProblemsContrast Data Mining: Concepts, Algorithms, and Applications collects recent results from this specialized area of data mining that have previously been scattered in the literature, making them more accessible to researchers and developers in data mining and
Sin Padres, Ni Papeles
Each year, thousands of youth endure harrowing unaccompanied and undocumented migrations across Central America and Mexico to the United States in pursuit of a better future. Drawing on the firsthand narratives of migrant youth in Los Angeles, California, Stephanie L. Canizales shows that while a lucky few do find reprieve, many are met by resource-impoverished relatives who are unable to support them, exploitative jobs that are no match for the high cost of living, and individualistic social norms that render them independent and alone. Sin Padres, Ni Papeles illuminates how unaccompanied teens who grow up as undocumented low-wage workers navigate unthinkable material and emotional hardship, find the agency and hope that is required to survive, and discover what it means to be successful during the transition to adulthood in the United States.
