Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB (R), this textbook trains mathematical scientists and engineers for the next generation of scientific discovery by offering a broad overview of the growing intersection of data-driven methods, machine learning, applied optimization, and classical fields of engineering mathematics and mathematical physics. With a focus on integrating dynamical systems modeling and control with modern methods in applied machine learning, this text includes methods that were chosen for their relevance, simplicity, and generality. Topics range from introductory to research-level material, making it accessible to advanced undergraduate and beginning graduate students from the engineering and physical sciences. The second edition features new chapters on reinforcement learning and physics-informed machine learning, significant new sections throughout, and chapter exercises. Online supplementary material - including lecture videos per section, homeworks, data, and code in MATLAB (R), Python, Julia, and R - available on databookuw.com.

Foundations of Embodied Learning advances learning, instruction, and the design of educational technologies by rethinking the learner as an integrated system of mind, body, and environment. Body-based processes-direct physical, social, and environmental interactions-are constantly mediating intellectual performance, sensory stimulation, communication abilities, and other conditions of learning. This book's coherent, evidence-based framework articulates principles of grounded and embodied learning for design and its implications for curriculum, classroom instruction, and student formative and summative assessment for scholars and graduate students of educational psychology, instructional design and technology, cognitive science, the learning sciences, and beyond.

The Cuban Missile Crisis Revisited is a comprehensive overview of the great cornucopia of new materials recently released by the Soviet Union, United States, and Cuba. The authors, some of whom were participants in the crisis, have all had a major role in bringing to light either significant reevaluations of the crisis, or in some cases, truly startling revelations of the extant wisdom surrounding much of the crisis. The collection, edited by a long-time student of the crisis, is a coherent, original, and up-to-date work that bears on a moment when the world, for good cause, held its breath in fear that the morning might bring the apocalypse.

Bringing together a team of cutting-edge researchers based in Hong Kong, Taiwan and Indo-Pacific countries, this book focuses on the tug of war between China's influence and forces of resistance in Hong Kong, Taiwan and selected countries in its surrounding jurisdictions. China's influence has met growing defiance from citizens in Hong Kong and Taiwan who fear the extinction of their valued local identities. However, the book shows that resistance to China's influence is a global phenomenon, varying in motivation and intensity from region to region and country to country depending on the forms of China's influence and the balances of forces in each society. The book also advances a concentric center-periphery framework for comparing different forms of extra-jurisdictional Chinese influence mechanisms, ranging from economic, military and diplomatic influences to united front operations. This book will be of key interest to scholars and students of comparative politics, international relations, geopolitics, Chinese politics, Hong Kong-China relations, Taiwan and Asian politics.

Textbooks and other popular venues commonly present science as a progressive "brick-by-brick" accumulation of knowledge and facts. Despite its hallowed history and familiar ring, this depiction is nowadays rejected by most specialists. There currently are two competing models of the scientific enterprise: reductionism and antireductionism. Neither provides an accurate depiction of the productive interaction between knowledge and ignorance, supplanting the old metaphor of the "wall" of knowledge. This book explores an original conception of the nature and advancement of science. Marco J. Nathan's proposed shift brings attention to a prominent, albeit often neglected, construct-the black box-which underlies a well-oiled technique for incorporating a productive role of ignorance and failure into the acquisition of empirical knowledge. The black box is a metaphorical term used by scientists for the isolation of a complex phenomenon that they have deliberately set aside or may not yet fully understand. What is a black box? How does it work? How do we construct one? How do we determine what to include and what to leave out? What role do boxes play in contemporary scientific practice? Nathan's monograph develops an overarching framework for thinking about black boxes and discusses prominent historical cases that used it, including Darwin's view of inheritance in his theory of evolution and the "stimulus-response model" in psychology, among others. By detailing some fascinating episodes in the history of biology, psychology, and economics, Nathan revisits foundational questions about causation, explanation, emergence, and progress, showing how the insights of both reductionism and antireductionism can be reconciled into a fresh and exciting approach to science.

Foundations of Embodied Learning advances learning, instruction, and the design of educational technologies by rethinking the learner as an integrated system of mind, body, and environment. Body-based processes-direct physical, social, and environmental interactions-are constantly mediating intellectual performance, sensory stimulation, communication abilities, and other conditions of learning. This book's coherent, evidence-based framework articulates principles of grounded and embodied learning for design and its implications for curriculum, classroom instruction, and student formative and summative assessment for scholars and graduate students of educational psychology, instructional design and technology, cognitive science, the learning sciences, and beyond.

Bringing together a team of cutting-edge researchers based in Hong Kong, Taiwan and Indo-Pacific countries, this book focuses on the tug of war between China's influence and forces of resistance in Hong Kong, Taiwan and selected countries in its surrounding jurisdictions. China's influence has met growing defiance from citizens in Hong Kong and Taiwan who fear the extinction of their valued local identities. However, the book shows that resistance to China's influence is a global phenomenon, varying in motivation and intensity from region to region and country to country depending on the forms of China's influence and the balances of forces in each society. The book also advances a concentric center-periphery framework for comparing different forms of extra-jurisdictional Chinese influence mechanisms, ranging from economic, military and diplomatic influences to united front operations. This book will be of key interest to scholars and students of comparative politics, international relations, geopolitics, Chinese politics, Hong Kong-China relations, Taiwan and Asian politics.

Philosophy of Molecular Medicine: Foundational Issues in Theory and Practice aims at a systematic investigation of a number of foundational issues in the field of molecular medicine. The volume is organized around four broad modules focusing, respectively, on the following key aspects: What are the nature, scope, and limits of molecular medicine? How does it provide explanations? How does it represent and model phenomena of interest? How does it infer new knowledge from data and experiments? The essays collected here, authored by prominent scientists and philosophers of science, focus on a handful of mainstream topics in the philosophical literature, such as causation, explanation, modeling, and scientific inference. These previously unpublished contributions shed new light on these traditional topics by integrating them with problems, methods, and results from three prominent areas of contemporary biomedical science: basic research, translational and clinical research, and clinical practice.

At the dawn of the twenty-first century, the once numerous pronouncements of a coming conflict with China have been muted as both countries face new challenges. The contributors to this insightful volume discuss some of the most critical issues in contemporary U.S.-China relations and provide historical and cultural perspectives on these issues. The importance of every major development in U.S.-China relations is discussed, from the success of Chinese economic reform and the rise of civil society to the EP-3 collision and the Taiwan Strait issue. While not all contributors have the same interpretation of events or conception of their implications, this volume provides a balanced, non-partisan account that presents readers with a brief and comprehensive summary of the issues at the forefront of the debate over the future of U.S.-China relations.

Both human rights and globalization are powerful ideas and processes, capable of transforming the world in profound ways. Notwithstanding their universal claims, however, the processes are constructed, and they draw their power from the specific cultural and political contexts in which they are constructed. Far from bringing about a harmonious cosmopolitan order, they have stimulated conflict and opposition. In the context of globalization, as the idea of human rights has become universal, its meaning has become one more terrain of struggle among groups with their own interests and goals. Part I of this volume looks at political and cultural struggles to control the human rights regime -- that is, the power to construct the universal claims that will prevail in a territory -- with respect to property, the state, the environment, and women. Part II examines the dynamics and counterdynamics of transnational networks in their interactions with local actors in Iran, China, and Hong Kong. Part III looks at the prospects for fruitful human rights dialogue between "competing universalisms" that by definition are intolerant of contradiction and averse to compromise. Selected Contents: Introduction: Observing Human Rights in the Age of GlobalizationPart I. The Struggle to Control the Human Rights RegimePart II. The Dynamics and Counterdynamics of GlobalizationPart III. Setting the Terms of Debate: Pursuing Global Consensus

Both human rights and globalization are powerful ideas and processes, capable of transforming the world in profound ways. Notwithstanding their universal claims, however, the processes are constructed, and they draw their power from the specific cultural and political contexts in which they are constructed. Far from bringing about a harmonious cosmopolitan order, they have stimulated conflict and opposition. In the context of globalization, as the idea of human rights has become universal, its meaning has become one more terrain of struggle among groups with their own interests and goals. Part I of this volume looks at political and cultural struggles to control the human rights regime -- that is, the power to construct the universal claims that will prevail in a territory -- with respect to property, the state, the environment, and women. Part II examines the dynamics and counterdynamics of transnational networks in their interactions with local actors in Iran, China, and Hong Kong. Part III looks at the prospects for fruitful human rights dialogue between "competing universalisms" that by definition are intolerant of contradiction and averse to compromise. Selected Contents: Introduction: Observing Human Rights in the Age of GlobalizationPart I. The Struggle to Control the Human Rights RegimePart II. The Dynamics and Counterdynamics of GlobalizationPart III. Setting the Terms of Debate: Pursuing Global Consensus

Until this book, there has been no comprehensive, methodologically aware study of all aspects of Chinese political culture. The book is organized into three major areas: Chinese identities and popular culture (regional identities, anti-politics attitudes, Hong Kong identity); public opinion surveys (the Beijing area, Chinese workers, the Shanghai area); and ideological debates (the "new" Confucianism, masculinity and Confucianism, why authoritarianism is popular in China, the decline of Chinese official ideology). Here is the first work that reveals just how much, how rapidly, and how dramatically China is changing and why our perceptions of China must keep pace.

Until this book, there has been no comprehensive, methodologically aware study of all aspects of Chinese political culture. The book is organized into three major areas: Chinese identities and popular culture (regional identities, anti-politics attitudes, Hong Kong identity); public opinion surveys (the Beijing area, Chinese workers, the Shanghai area); and ideological debates (the "new" Confucianism, masculinity and Confucianism, why authoritarianism is popular in China, the decline of Chinese official ideology). Here is the first work that reveals just how much, how rapidly, and how dramatically China is changing and why our perceptions of China must keep pace.

Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art.

The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms that help synthesize, interpret and give meaning to the data in the context of its scientific setting. A specific aim of this book is to integrate standard scientific computing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from: * statistics, * time-frequency analysis, and * low-dimensional reductions The blend of these ideas provides meaningful insight into the data sets one is faced with in every scientific subject today, including those generated from complex dynamical systems. This is a particularly exciting field and much of the final part of the book is driven by intuitive examples from it, showing how the three areas can be used in combination to give critical insight into the fundamental workings of various problems. Data-Driven Modeling and Scientific Computation is a survey of practical numerical solution techniques for ordinary and partial differential equations as well as algorithms for data manipulation and analysis. Emphasis is on the implementation of numerical schemes to practical problems in the engineering, biological and physical sciences. An accessible introductory-to-advanced text, this book fully integrates MATLAB and its versatile and high-level programming functionality, while bringing together computational and data skills for both undergraduate and graduate students in scientific computing.

While China has achieved extraordinary economic success as it has moved toward open markets and international trade, its leadership maintains an authoritarian grip, repressing political movements, controlling all internet traffic, and opposing any democratic activity. Because of its huge population, more than half the people in the world who lack political freedom live in China. Its undemocratic example is attractive to other authoritarian regimes. But can China continue its growth without political reform? In Will China Democratize?, Andrew J. Nathan, Larry Diamond, and Marc F. Plattner present valuable analysis for anyone interested in this significant yet perplexing question. Since the Journal of Democracy's very first issue in January 1990, which featured articles reflecting on the then-recent Tiananmen Square massacre, the Journal has regularly published articles about China and its politics. By bringing together the wide spectrum of views that have appeared in the Journal's pages-from contributors including Fang Lizhi, Perry Link, Michel Oksenberg, Minxin Pei, Henry S. Rowen, and Nobel laureate Liu Xiaobo- Will China Democratize? provides a clear view of the complex forces driving change in China's regime and society. Whether China will democratize-and if so, when and how-has not become any easier to answer today, but it is more crucial for the future of international politics than ever before.

"Negotiating Culture and Human Rights" provides a new interdisciplinary approach to issues of cultural values and universal human rights. Central to the discussion is the "Asian values debate," so named because of the culturally relativist ideals embraced by some key Asian governments. By analyzing how cultural difference and human rights operate in theory and practice in such areas as legal equality, women's rights, and ethnicity, the contributors forge a new way of looking at these critical issues. They call their approach "chastened universalism," arguing that respect for others' values need not lead to sterile, relativist views. Ultimately the authors conclude that it is less important to discover pre-existing common values across cultures than to create them through dialogue and debate

It is widely believed that most Americans not only distrust but also despise China. Considering the country's violent political history, unprecedented economic rise, and growing military capabilities, China has become America's strongest market competitor and arguably the most challenging global threat to the United States.

Nevertheless, a full consideration of American opinion proves the opposite to be true. Carefully analyzing all available polls and surveys, Benjamin I. Page and Tao Xie find most Americans favor peaceful engagement with China. The public view has been surprisingly coherent and consistent, changing only in response to major events and new information.

While a majority of Americans are not happy that China's economy is projected to become as large as that of the United States, they are prepared to live with it. "Unfair" Chinese trade practices and their impact on American jobs and wages are a concern, along with the quality and safety of Chinese-made goods. However, Americans favor free trade with China, provided it is tempered with environmental and workplace protections. They also believe that the United States should "balance" Chinese power through alliances with neighboring countries, such as Japan. Yet they oppose military action to defend Taiwan. Page and Xie examine these opinions in relation to facts about China and in light of current U.S. debates on diplomacy and policy.

Despite its impressive size and population, economic vitality, and drive to upgrade its military, China remains a vulnerable nation surrounded by powerful rivals and potential foes. Understanding China's foreign policy means fully appreciating these geostrategic challenges, which persist even as the country gains increasing influence over its neighbors. Andrew J. Nathan and Andrew Scobell analyze China's security concerns on four fronts: at home, with its immediate neighbors, in surrounding regional systems, and in the world beyond Asia. By illuminating the issues driving Chinese policy, they offer a new perspective on the country's rise and a strategy for balancing Chinese and American interests in Asia.

Though rooted in the present, Nathan and Scobell's study makes ample use of the past, reaching back into history to illuminate the people and institutions shaping Chinese strategy today. They also examine Chinese views of the United States; explain why China is so concerned about Japan; and uncover China's interests in such problematic countries as North Korea, Iran, and the Sudan. The authors probe recent troubles in Tibet and Xinjiang and explore their links to forces beyond China's borders. They consider the tactics deployed by mainland China and Taiwan, as Taiwan seeks to maintain autonomy in the face of Chinese advances toward unification. They evaluate the strengths and weaknesses of China's three main power resources -- economic power, military power, and soft power.

The authors conclude with recommendations for the United States as it seeks to manage China's rise. Chinese policymakers understand that their nation's prosperity, stability, and security depend on cooperation with the United States. If handled wisely, the authors believe, relations between the two countries can produce mutually beneficial outcomes for both Asia and the world.

East Asian democracies are in trouble, their legitimacy threatened by poor policy performance and undermined by nostalgia for the progrowth, soft-authoritarian regimes of the past. Yet citizens throughout the region value freedom, reject authoritarian alternatives, and believe in democracy.

This book is the first to report the results of a large-scale survey-research project, the East Asian Barometer, in which eight research teams conducted national-sample surveys in five new democracies (Korea, Taiwan, the Philippines, Thailand, and Mongolia), one established democracy (Japan), and two nondemocracies (China and Hong Kong) in order to assess the prospects for democratic consolidation. The findings present a definitive account of the way in which East Asians understand their governments and their roles as citizens. Contributors use their expert local knowledge to analyze responses from a set of core questions, revealing both common patterns and national characteristics in citizens' views of democracy. They explore sources of divergence and convergence in attitudes within and across nations.

The findings are sobering. Japanese citizens are disillusioned. The region's new democracies have yet to prove themselves, and citizens in authoritarian China assess their regime's democratic performance relatively favorably. The contributors to this volume contradict the claim that democratic governance is incompatible with East Asian cultures but counsel against complacency toward the fate of democracy in the region. While many forces affect democratic consolidation, popular attitudes are a crucial factor. This book shows how and why skepticism and frustration are the ruling sentiments among today's East Asians.

Despite its impressive size and population, economic vitality, and drive to upgrade its military, China remains a vulnerable nation surrounded by powerful rivals and potential foes. Understanding China's foreign policy means fully appreciating these geostrategic challenges, which persist even as the country gains increasing influence over its neighbors. Andrew J. Nathan and Andrew Scobell analyze China's security concerns on four fronts: at home, with its immediate neighbors, in surrounding regional systems, and in the world beyond Asia. By illuminating the issues driving Chinese policy, they offer a new perspective on the country's rise and a strategy for balancing Chinese and American interests in Asia.

Though rooted in the present, Nathan and Scobell's study makes ample use of the past, reaching back into history to illuminate the people and institutions shaping Chinese strategy today. They also examine Chinese views of the United States; explain why China is so concerned about Japan; and uncover China's interests in such problematic countries as North Korea, Iran, and the Sudan. The authors probe recent troubles in Tibet and Xinjiang and explore their links to forces beyond China's borders. They consider the tactics deployed by mainland China and Taiwan, as Taiwan seeks to maintain autonomy in the face of Chinese advances toward unification. They evaluate the strengths and weaknesses of China's three main power resources -- economic power, military power, and soft power.

The authors conclude with recommendations for the United States as it seeks to manage China's rise. Chinese policymakers understand that their nation's prosperity, stability, and security depend on cooperation with the United States. If handled wisely, the authors believe, relations between the two countries can produce mutually beneficial outcomes for both Asia and the world.