Bulletin Des Vari T S V G Tales

A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning. The mathematization of causality is a relatively recent development, and has become increasingly important in data science and machine learning. This book offers a self-contained and concise introduction to causal models and how to learn them from data. After explaining the need for causal models and discussing some of the principles underlying causal inference, the book teaches readers how to use causal models: how to compute intervention distributions, how to infer causal models from observational and interventional data, and how causal ideas could be exploited for classical machine learning problems. All of these topics are discussed first in terms of two variables and then in the more general multivariate case. The bivariate case turns out to be a particularly hard problem for causal learning because there are no conditional independences as used by classical methods for solving multivariate cases. The authors consider analyzing statistical asymmetries between cause and effect to be highly instructive, and they report on their decade of intensive research into this problem. The book is accessible to readers with a background in machine learning or statistics, and can be used in graduate courses or as a reference for researchers. The text includes code snippets that can be copied and pasted, exercises, and an appendix with a summary of the most important technical concepts.

Living on a damaged planet challenges who we are and where we live. This timely anthology calls on twenty eminent humanists and scientists to revitalize curiosity, observation, and transdisciplinary conversation about life on earth. As human-induced environmental change threatens multispecies livability, Arts of Living on a Damaged Planet puts forward a bold proposal: entangled histories, situated narratives, and thick descriptions offer urgent “arts of living.” Included are essays by scholars in anthropology, ecology, science studies, art, literature, and bioinformatics who posit critical and creative tools for collaborative survival in a more-than-human Anthropocene. The essays are organized around two key figures that also serve as the publication’s two openings: Ghosts, or landscapes haunted by the violences of modernity; and Monsters, or interspecies and intraspecies sociality. Ghosts and Monsters are tentacular, windy, and arboreal arts that invite readers to encounter ants, lichen, rocks, electrons, flying foxes, salmon, chestnut trees, mud volcanoes, border zones, graves, radioactive waste—in short, the wonders and terrors of an unintended epoch. Contributors: Karen Barad, U of California, Santa Cruz; Kate Brown, U of Maryland, Baltimore; Carla Freccero, U of California, Santa Cruz; Peter Funch, Aarhus U; Scott F. Gilbert, Swarthmore College; Deborah M. Gordon, Stanford U; Donna J. Haraway, U of California, Santa Cruz; Andreas Hejnol, U of Bergen, Norway; Ursula K. Le Guin; Marianne Elisabeth Lien, U of Oslo; Andrew Mathews, U of California, Santa Cruz; Margaret McFall-Ngai, U of Hawaii, Manoa; Ingrid M. Parker, U of California, Santa Cruz; Mary Louise Pratt, NYU; Anne Pringle, U of Wisconsin, Madison; Deborah Bird Rose, U of New South Wales, Sydney; Dorion Sagan; Lesley Stern, U of California, San Diego; Jens-Christian Svenning, Aarhus U.

Built on 'the bend in the Red River', Hà Nội is among Southeast Asia's most ancient capitals. Over the centuries, it took shape in part from a dense substratum of villages. With the economic liberalisation of the 1980s, it encountered several obstacles to its expansion: absence of a real land market, high population densities, the government's food self-suffciency policy that limits expropriations of land and the water management constraints of this very vulnerable delta. Since the beginning of the new millennium, the change in speed brought about by the state and by property developers in the construction and urban planning of the province-capital poses the problem of integration of in situ urbanised villages, the importance of preserving a green belt around Hà Nội and the necessity of protection from flooding. The harmonious fusion of city and countryside, which has always constituted the Red River Delta's defining feature, appears to be in jeopardy. Working from a rich body of maps and field studies, this collective work reveals how this grass-roots urbanisation encounters 'top-down' urbanisation, or metropolisation. By combining a variety of disciplinary approaches on several different scales, through a study of spatial issues and social dynamics, this atlas not only enables the reader to gauge the impact of major projects on the lives of villages integrated into the city's fabric but also to re-establish the peri-urban village stratum as a fully-fledged actor in the diversity of this emerging metropolis.

Winner of the International Studies in Poverty Prize awarded by the Comparative Research Programme on Poverty (CROP) and Zed Books. Poverty has become the central focus of global development efforts, with a vast body of research and funding dedicated to its alleviation. And yet, the field of poverty studies remains deeply ideological and has been used to justify wealth and power within the prevailing world order. Andrew Martin Fischer clarifies this deeply political character, from conceptions and measures of poverty through to their application as policies. Poverty as Ideology shows how our dominant approaches to poverty studies have, in fact, served to reinforce the prevailing neoliberal ideology while neglecting the wider interests of social justice that are fundamental to creating more equitable societies. Instead, our development policies have created a 'poverty industry' that obscures the dynamic reproductions of poverty within contemporary capitalist development and promotes segregation in the name of science and charity. Fischer argues that an effective and lasting solution to global poverty requires us to reorient our efforts away from current fixations on productivity and towards more equitable distributions of wealth and resources. This provocative work offers a radical new approach to understanding poverty based on a comprehensive and accessible critique of key concepts and research methods. It upends much of the received wisdom to provide an invaluable resource for students, teachers and researchers across the social sciences.

This collection of short expository, critical and speculative texts offers a field guide to the cultural, political, social and aesthetic impact of software. Experts from a range of disciplines each take a key topic in software and the understanding of software, such as algorithms and logical structures.

Learning to Think Spatially examines how spatial thinking might be incorporated into existing standards-based instruction across the school curriculum. Spatial thinking must be recognized as a fundamental part of Kâ€"12 education and as an integrator and a facilitator for problem solving across the curriculum. With advances in computing technologies and the increasing availability of geospatial data, spatial thinking will play a significant role in the information-based economy of the twenty-first century. Using appropriately designed support systems tailored to the Kâ€"12 context, spatial thinking can be taught formally to all students. A geographic information system (GIS) offers one example of a high-technology support system that can enable students and teachers to practice and apply spatial thinking in many areas of the curriculum.

This Palgrave Handbook offers the first international comparative study into the efficiency of the industrial organization of the global wine industry. Looking at several important vineyards of the main wine countries, the contributors analyze differences in implementation and articulation of three key stages: grape production, wine making and distribution (marketing, selling and logistics). By examining regulations, organization theory, industry organizational efficiency and vertical integration, up to date strategies in the sector are presented and appraised. Which models are most efficient? What are the most relevant factors for optimal performance? How do reputation and governance impact the industry? Should different models co-exist within the wine countries for global success? This comprehensive volume is essential reading for students, researchers and professionals in the wine industry.

'A valuable addition to the wildlife conservation and management literature.' Journal of International Wildlife Law and Policy 'This book provides the reader with a fascinating set of debates about the ethical, biological and socio-economic issues that arise in attempting to regulate the wildlife trade.' Development and Change The regulation of the trade in wildlife is failing. From the snow leopard of India to the monkey puzzle tree of South America, increasing numbers of plant and animal species are threatened with extinction despite improvements both in our understanding of the issues involved and in the management of global trade. Insight into why this is taking place, and how to halt it, is urgently needed. The Trade in Wildlife provides a timely and broad-based critical assessment of how the international trade in wildlife is currently regulated and how those regulations are enforced, or, all too often, ignored. Through analysis of key case studies and a comparative look at the trade in other illegal goods, it highlights the weakness in the current system, shows where it is failing and clearly outlines what must be done if conservation efforts are to be supported by trade regulations rather than undermined by them. This is a comprehensive resource for academics and students in economics, environmental studies, law and politics and a critical text for conservationists, policy-makers and NGOs.