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Bridge the gap between theoretical concepts and their practical applications with this rigorous introduction to the mathematics underpinning data science. It covers essential topics in linear algebra, calculus and optimization, and probability and statistics, demonstrating their relevance in the context of data analysis. Key application topics include clustering, regression, classification, dimensionality reduction, network analysis, and neural networks. What sets this text apart is its focus on hands-on learning. Each chapter combines mathematical insights with practical examples, using Python to implement algorithms and solve problems. Self-assessment quizzes, warm-up exercises and theoretical problems foster both mathematical understanding and computational skills. Designed for advanced undergraduate students and beginning graduate students, this textbook serves as both an invitation to data science for mathematics majors and as a deeper excursion into mathematics for data science students.
The International Monetary Fund (IMF) has emerged as a key player in climate policy. The organization introduced its Climate Strategy in 2021 and established the Resilience and Sustainability Facility in 2022 to provide financial support to countries facing adaptation and mitigation challenges. The IMF's closer engagement with the economic dimensions of climate change holds the promise of helping countries pre-empt large-scale economic dislocations from climate risks. But how much progress has the IMF made in supporting the green transition? What is the policy track record of the IMF's climate loans? How do regular IMF loans and mandated reforms encompass climate considerations? How have the IMF's economic surveillance activities considered climate risks? Based on new evidence, the findings in this Element point to the multifaceted, and at times contradictory, ways green transition objectives have become embedded within IMF activities. This title is also available as Open Access on Cambridge Core.
Master the art of data converter design with this definitive textbook, a detailed and accessible introduction ideal for students and practicing engineers. Razavi's distinctive and intuitive pedagogical approach, building up from elementary components to complex systems. Step-by-step transistor-level designs and simulations offer a practical hands-on understanding of key design concepts. Comprehensive coverage of essential topics including sampling circuits, comparator design, digital-to-analog converters, flash topologies, SAR and pipelined architectures, time-interleaved converters, and oversampling systems. Over 250 examples pose thought-provoking questions, reinforcing core concepts and helping students develop confidence. Over 350 end-of-chapter homework problems to test student understanding, with solutions available for course instructors. Developed by leading author Behzad Razavi, and addressing all the principles and design concepts essential to today's engineers, this is the ideal text for senior undergraduate and graduate-level students and professional engineers who aspire to excel in data converter analysis and design.
Gerald Gardner (1884–1964) provided the central inspiration for Wicca, as a modern, revived, form of Pagan witchcraft. As such, his cultural and religious significance has grown exponentially over the 60 years since his death. 'A Rough Magic' re-evaluates the sources of Gardner's inspiration, redefines his early life within the context of colonial Malaya and the opium trade, and emphasises his vision and ability in fashioning an entirely new synthesis of magical beliefs drawn from both Eastern and Western traditions. In so doing, he stripped away the demonic elements of witchcraft and emphasised Wicca as a creative, mutable and undogmatic nature religion, serving as both fertility cult and a unique source of personal empowerment, that was capable of transforming the world.
The growing numbers of women living with HIV begged a question: Why and how were women contracting HIV? Chapter 4, “Sex Bargains,” tracks the emergence of a new logic that centered heterosexual sex as the site of women’s vulnerability. Focusing in on the interpersonal negotiation before surrounding sex had a powerful effect: It obfuscated the role of structural responses to the epidemic, from housing to harm reduction, and instead focused public health interventions on individual behavior. This chapter follows an influential debate between law and economics scholars and feminist activists on the question of the sex bargain.
Chapter 5 examines the regimes for the international trade in dangerous chemicals and in hazardous and radioactive wastes. Wastes are not prima facie a global common resource but rather a negative resource produced by industries and households. Wastes are usually viewed as a burden, an externality, and the question has been how to share the costs associated with such an externality. In the late 1980s, the not-in-my-back-yard (NIMBY) syndrome in the developed world drove up waste disposal costs, which, in turn, motivated states and waste generators to find cheaper disposal options in the developing world. As a result, wastes were transferred to states with no infrastructure to deal with them. The outcry generated by such transfers led to the adoption of an international regime based on the forced enclosure of wastes according to the principles of self-sufficiency and proximity. This forced enclosure has been contributing to illegal waste trade conducted by criminal networks. Other issues that we examine in this chapter are the legality of nuclear weapons testing, the international regulation of nuclear power plants, and the international response to nuclear accidents.
Chapter 10 uses Louisville, Kentucky (a metropolitan area with eviction rates double the national average) as a case study to critique how housing markets and eviction practices not only favor landlords’ property rights over the rights of tenants but also play important roles in maintaining racial segregation and in the day-to-day marginalized lives of the urban poor. Evictions perpetuate racial inequity and segregation in housing and are embedded within a system of white privilege that benefits historically white places. Eviction rates are compared to housing segregation patterns generally and to the historic redlining maps specifically to show the relationships of these racially unequal patterns of housing opportunity. Eviction is a means of control of disadvantaged neighborhoods and an institutionalization of racism in the urban landscape.
It is of great importance to integrate human-centered design concepts at the core of both algorithmic research and the implementation of applications. In order to do so, it is essential to gain an understanding of human–computer interaction and collaboration from the perspective of the user. To address this issue, this chapter initially presents a description of the process of human–AI interaction and collaboration, and subsequently proposes a theoretical framework for it. In accordance with this framework, the current research hotspots are identified in terms of interaction quality and interaction mode. Among these topics, user mental modeling, interpretable AI, trust, and anthropomorphism are currently the subject of academic interest with regard to interaction quality. The level of interaction mode encompasses a range of topics, including interaction paradigms, role assignment, interaction boundaries, and interaction ethics. To further advance the related research, this chapter identifies three areas for future exploration: cognitive frameworks about Human–AI Interaction, adaptive learning, and the complementary strengths of humans and AI.
Nathalie Carnes takes a fine selection of concrete examples from different times and cultures to show that material objects, icons, images, and art can be a natural extension of Christian worship. Through the incarnation and its continuation, they can carry a set of meanings that enhance and clarify the liturgy and make it a sensory reality in complementary ways.
The chapter explores the Indian public’s proactive efforts to participate and insert themselves into the constitution-making process. This ran against the accepted wisdom at the time, which held that constitutions should be crafted by mature political elites and constitutional experts behind closed doors. Their insistence on having a say ultimately forced the Constituent Assembly to incorporate the public into its chambers and procedures, and it turned the constitution-making process into an open public affair. Newspapers, magazines, and radio programmes closely tracked the constitution-making process, and the draft constitution became a bestseller. The Indian public acted as unsolicited citizens, as sovereign-subjects, in their pursuit of their constitutional visions and aspirations. Even before the constitution arrived, the Indian public was busy working out its potential implications for their lives. Indians claimed ownership of the constitution, suggested amendments, translated it into vernacular languages, and they held the central and provincial governments to account on its basis. They, thus, legitimated the constitution even while it was being made.
This chapter explains the reasons for the popularity of the anti-Iranian movie Not Without My Daughter in 1990s Türkiye despite the country’s own harrowing experience with Hollywood’s Midnight Express (1977). In conjunction, I analyze a moment of failed outreach from Iranian woman reformists to a devout, US-educated Turkish woman politician called Merve Kavakçı, who was denied her seat in parliament because of her headscarf in 1999. The chapter demonstrates how US discourses and Iran–Türkiye comparisons influenced the work of Turkish and Iranian women’s activists who sought to expand Muslim women’s political participation and reform repressive clothing codes in the 1980s and 1990s.
Chapter 1 offers a historical introduction as well as an overview of existing research in the field. It argues that by mapping out the trajectories of former volunteer soldiers, it is possible to see the many ways in which the Spanish Civil War and the broader anti-fascist engagement of the inter-war period could constitute a transformative experience and event; an event that expanded volunteers’ political horizons and gradually opened up possibilities for border-crossing political engagement in the post-war era. Thus, it sets the stage for the case studies constituting the main part of the book, showing that the political and military influence of the volunteers in Spain did not necessarily come to an end in 1938/1939 or even in 1945. In a few yet significant cases, it stretched across the globe far into the Cold War period.
This chapter explores aspects of individual visions and visionaries that increase the traction to create social change. It begins by examining epistemic gaps – knowledge deficits that inspire visionary ideas – and the role of imagination in addressing these gaps. The chapter then focuses on compelling narratives, discussing the importance of storytelling, relatable characters and moral alignment in crafting transformative visions. It continues by discussing the factors that enable a vision to be spread, such as social identity and network positions that bridge social divides. The chapter also considers how visionary ideas interact with group dynamics and system attributes that facilitate or hinder change. Case studies of William Shakespeare, Martin Luther, and Karl Marx are presented: transformative visions arise from unmet needs; are effective when they offer innovative social relationships; are marked by clear, moral narratives; are more likely to emerge in societies with diverse, autonomous subgroups; and spread via networks of higher trust.
Chapter 1 presents the main argument of Escaping Justice. Accounting for the demand for norm compliance and the domestic risks inherent in norm adoption, this chapter elaborates the ways in which governments strategically adapt transitional justice to advance state impunity. In making this argument I identify a growing global norm of accountability for human rights violations putting pressure on governments to hold perpetrators of wrongdoings to account. Adhering to international norms can carry domestic risks, particularly in cases where governments are culpable for wrongdoings. In responding to the risks of accountability, governments strategically adapt transitional justice to comply with international norms. I identify three strategies that governments use to advance impunity while seemingly complying with international norms, namely coercion, containment, and concession. These strategies are selected based on a government’s ability to control its norm response. The chapter closes with a discussion of the research methodology of the book and ethical considerations.