Search results for "survival analysis with python"
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Analysis of Doubly Truncated Data
This book introduces readers to statistical methodologies used to analyze doubly truncated data. The first book exclusively dedicated to the topic, it provides likelihood-based methods, Bayesian methods, non-parametric methods, and linear regression methods. These procedures can be used to effectively analyze continuous data, especially survival data arising in biostatistics and economics. Because truncation is a phenomenon that is often encountered in non-experimental studies, the methods presented here can be applied to many branches of science. The book provides R codes for most of the statistical methods, to help readers analyze their data. Given its scope, the book is ideally suited as a textbook for students of statistics, mathematics, econometrics, and other fields.
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Topological Methods in Data Analysis and Visualization VI
This book is a result of a workshop, the 8th of the successful TopoInVis workshop series, held in 2019 in Nyköping, Sweden. The workshop regularly gathers some of the world’s leading experts in this field. Thereby, it provides a forum for discussions on the latest advances in the field with a focus on finding practical solutions to open problems in topological data analysis for visualization. The contributions provide introductory and novel research articles including new concepts for the analysis of multivariate and time-dependent data, robust computational approaches for the extraction and approximations of topological structures with theoretical guarantees, and applications of topological scalar and vector field analysis for visualization. The applications span a wide range of scientific areas comprising climate science, material sciences, fluid dynamics, and astronomy. In addition, community efforts with respect to joint software development are reported and discussed.
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Government Survival in Parliamentary Democracies
This book describes the results of a quantitative investigation into one of the central questions of political science: what determines how long governments survive in parliamentary democracies? Government survival is important because it constitutes an essential component of the overall functioning of parliamentary democracies; it is also closely associated with the introduction to the discipline of event history analysis, a highly promising statistical methodology. The investigation utilizes this methodology on what is undoubtedly the most comprehensive data set yet assembled on governments, comprising hundreds of variables measured for governments in sixteen West European parliamentary democracies over the entire post-war period to 1989. The results fundamentally challenge the central thread of theorizing on government survival and point to an alternative conceptualization of the relationship among governments, parties and voters.
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Introduction to Digital Music with Python Programming
Introduction to Digital Music with Python Programming provides a foundation in music and code for the beginner. It shows how coding empowers new forms of creative expression while simplifying and automating many of the tedious aspects of production and composition.With the help of online, interactive examples, this book covers the fundamentals of rhythm, chord structure, and melodic composition alongside the basics of digital production. Each new concept is anchored in a real-world musical example that will have you making beats in a matter of minutes.Music is also a great way to learn core programming concepts such as loops, variables, lists, and functions, Introduction to Digital Music with Python Programming is designed for beginners of all backgrounds, including high school students, undergraduates, and aspiring professionals, and requires no previous experience with music or code.
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North Korea: The Politics of Regime Survival
Featuring contributions by some of the leading experts in Korean studies, this book examines the political content of Kim Jong-Il's regime maintenance, including both the domestic strategy for regime survival and North Korea's foreign relations with South Korea, Russia, China, Japan, and the United States. It considers how and why the Democratic People's Republic of Korea (DPRK) became a "hermit kingdom" in the name of Juche (self-reliance) ideology, and the potential for the barriers of isolationism to endure. This up-to-date analysis of the DPRK's domestic and external policy linkages also includes a discussion of the ongoing North Korean nuclear standoff in the region.
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‘Survival Capitalism’ and the Big Bang
This book about the Thatcher government and the City of London tells the compelling human story of the people and processes that made Britain’s 1980s financial revolution. Fusing insider testimony with new archival discoveries, it examines high stakes and networked solutions, and uncovers new objectives that drove reforms. In so doing it demystifies a major shift in capitalism. This has implications for our understandings of government and capitalism, from the way we think about the origins of subsequent financial crises to today’s growing inequalities.Survival Capitalism offers new insights into the last major restructuring of the City, disrupts myths surrounding the logics of the market, and pays attention to people and processes at a time when the City of London again faces major change as Britain seeks to find its place outside the European Union in the wake of Brexit.
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Learn coding with Python and JavaScript
Whether on the computer, tablet, mobile phone, in the car or in the coffee machine - computer programs determine our everyday life. Software is becoming increasingly important, hardly anything works without the mysterious power of algorithms. But how do programs work? And how do you develop them? This book teaches you the basics of programming. Using everyday examples, you will first learn the basic concepts of programming, which are similar in all programming languages. Based on these basic ideas, you will then learn two popular and very useful programming languages, Python and JavaScript, in a systematic way and with many practical exercises, which you can use for a wide range of different tasks. The book is aimed at novice programmers of all ages (from students to professionals) who have no previous programming experience.
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US Economic Statecraft for Survival, 1933-1991
How have US economic defence policies promoted its security since 1933? This study concentrates on an important and neglected facet of America's fight for survival in the latter half of the 20th century. It explains how US policy-makers crafted and used instruments of economic statecraft against states that posed vital threats to the survival of the USA. This study situates economic defence policy within the broad context of US foreign policy and explores its response to the totalitarianism of the 1930s, World War II and the complex strategic and political developments of the Cold War. Dobson charts an extraordinary change in US policy, from its defence of neutral rights to trade in wartime to its denial of trade to prospective enemies in peacetime. From this explanation of how it developed and evolved over the years there emerges a new perspective. This study emphasizes the importance that economic instruments of statecraft have for symbolic, communication, and political bargaining objectives. Economic instruments of statecraft are more important for what they say than what they do in an instrumental sense. Without being aware of these factors it is not possible to give a credible
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Handbook of Mathematical Models with Python
Master the art of mathematical modeling through practical examples, use cases, and machine learning techniquesKey FeaturesGain a profound understanding of various mathematical models that can be integrated with machine learningLearn how to implement optimization algorithms to tune machine learning modelsBuild optimal solutions for practical use casesPurchase of the print or Kindle book includes a free PDF eBookBook DescriptionMathematical modeling is the art of transforming a business problem into a well-defined mathematical formulation. Its emphasis on interpretability is particularly crucial when deploying a model to support high-stake decisions in sensitive sectors like pharmaceuticals and healthcare.Through this book, you’ll gain a firm grasp of the foundational mathematics underpinning various machine learning algorithms. Equipped with this knowledge, you can modify algorithms to suit your business problem. Starting with the basic theory and concepts of mathematical modeling, you’ll explore an array of mathematical tools that will empower you to extract insights and understand the data better, which in turn will aid in making optimal, data-driven decisions. The book allows you to explore mathematical optimization and its wide range of applications, and concludes by highlighting the synergetic value derived from blending mathematical models with machine learning.Ultimately, you’ll be able to apply everything you’ve learned to choose the most fitting methodologies for the business problems you encounter.What you will learnUnderstand core concepts of mathematical models and their relevance in solving problemsExplore various approaches to modeling and learning using PythonWork with tested mathematical tools to gather meaningful insightsBlend mathematical modeling with machine learning to find optimal solutions to business problemsOptimize ML models built with business data, apply them to understand their impact on the business, and address critical questionsApply mathematical optimization for data-scarce problems where the objective and constraints are knownWho this book is forIf you are a budding data scientist seeking to augment your journey with mathematics, this book is for you. Researchers and R&D scientists will also be able to harness the concepts covered to their full potential. To make the best use of this book, a background in linear algebra, differential equations, basics of statistics, data types, data structures, and numerical algorithms will be useful.
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Demographic Change and Ethnic Survival among the Sedentary Populations on the Jesuit Mission Frontiers of Spanish South America, 1609-1803
Beginning in 1609, Jesuit missionaries established missions (reductions) among sedentary and non-sedentary native populations in the larger region defined as the Province of Paraguay (Rio de la Plata region, eastern Bolivia). One consequence of resettlement on the missions was exposure to highly contagious old world crowd diseases such as smallpox and measles. Epidemics that occurred about once a generation killed thousands. Despite severe mortality crises such as epidemics, warfare, and famine, the native populations living on the missions recovered. An analysis of the effects of epidemics and demographic patterns shows that the native populations living on the Paraguay and Chiquitos missions survived and retained a unique ethnic identity. A comparative approach that considers demographic patterns among other mission populations place the case study of the Paraguay and Chiquitos missions into context, and show how patterns on the Paraguay and Chiquitos missions differed from other mission populations. The findings challenge generally held assumptions about Native American historical demography.
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Catastrophe and Survival: Walter Benjamin and Psychoanalysis
'Catastrophe and Survival' addresses a blind spot in Benjamin scholarship: namely the way that Benjamin's thoughts regarding mental space, the mind-body problem, and the individual's experience of the material object world make significant contact with post-Freudian psychoanalytic confrontations with similar issues.
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