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Books > Earth & environment > Geography > Human geography

Mapping Cultures - Place, Practice, Performance (Hardcover): L. Roberts Mapping Cultures - Place, Practice, Performance (Hardcover)
L. Roberts
R2,668 Discovery Miles 26 680 Ships in 18 - 22 working days

An interdisciplinary collection exploring the practices and cultures of mapping in the arts, humanities and social sciences. It features contributions from scholars in critical cartography, social anthropology, film and cultural studies, literary studies, art and visual culture, marketing, museum studies, architecture, and popular music studies.

Retailing Environments in Developing Countries (Hardcover): John Dawson, Allan M. Findlay, Ronan Paddison Retailing Environments in Developing Countries (Hardcover)
John Dawson, Allan M. Findlay, Ronan Paddison
R5,766 Discovery Miles 57 660 Ships in 10 - 15 working days

Retailing in the Third World occurs in a wide range of contexts. In some places it is literally a matter of life and death--concerned with the distribution of the most basic foodstuffs. Elsewhere it is at the forefront of economic development.
This volume explores some of the factors which explain the variety of retail structures and modes of consumer behavior that characterize retailing in developing countries. Geographical variations are seen to be the product of cultural forces as well as economic ones; the interface between culture and consumer behaviour is shown to be as potent a force within retailing as structural changes in distribution channels and retail outlets. Analysis of retail environments in developing countries points to the need for a dynamic framework capable of capturing the interaction between world economic influences and social and economic formations specific to particular places. Containing a broad cross-section of case studies, the volume aims to be both international and interdisciplinary and will appeal to anyone with an interest in retailing and marketing in developing countries.

Delivering on the Climate Emergency - Towards a Net Zero Carbon Built Environment (Hardcover, 1st ed. 2022): Deo Prasad, Aysu... Delivering on the Climate Emergency - Towards a Net Zero Carbon Built Environment (Hardcover, 1st ed. 2022)
Deo Prasad, Aysu Kuru, Philip Oldfield, Landing, Malay Dave, …
R3,656 Discovery Miles 36 560 Ships in 10 - 15 working days

This book focuses on the transition towards net-zero carbon built environments to deliver on the climate emergency. It provides an evidence-based roadmap and proposes guidelines to achieving targets covering emerging technologies, materials, innovative design, regulations and policies.

Oxford International AQA Examinations: International A Level Human Geography: Online Textbook (Digital product license key):... Oxford International AQA Examinations: International A Level Human Geography: Online Textbook (Digital product license key)
Simon Ross, Alice Griffiths, Lawrence Collins, Tim Bayliss, Catherine Hurst, …
R1,163 Discovery Miles 11 630 Ships in 10 - 15 working days

This is the only textbook that fully supports the OxfordAQA International A Level Human Geography specification (9635), for first teaching from September 2018. It enables students to develop a broad knowledge and understanding of a wide range of human geography topics, such as resource security and contemporary urban environments, and encourages them to link learning to real-life with relevant, up-to-date examples and case studies from around the world. It also hones the map work, enquiry and data analysis skills required for university study with focused practice, whilst a dedicated fieldwork chapter helps students to develop competence and confidence in practical, mathematical and problem-solving skills. The online textbook can be accessed on a wide range of devices and the licence is valid until [31st December 2026], for use by one student or teacher. Your first login will be sent to you in the mail on a printed access card.

Offshoring (Hardcover): J. Urry Offshoring (Hardcover)
J. Urry
R1,727 Discovery Miles 17 270 Ships in 10 - 15 working days

The concealment of income, wealth and profits in tax havens has brought the topic of offshoring into public debate, but as John Urry shows in this important new book offshoring is a much more pervasive feature of contemporary societies. These often secretive activities offshore also involve relations of work, finance, pleasure, waste, energy and security. Powerful and pervasive offshore worlds have been generated, posing huge challenges both for governments and for citizens. This book documents the various patterns of offshoring D of the economy, sociability, politics and the environment. In each case, offshoring generates new patterns of power, reduces the responsibilities of the powerful 'offshore class', and limits the conditions for democratic governance. Offshore, out of sight, over the horizon are some of the troubling processes and metaphors by which much life has been rendered opaque and dependent upon secrets and lies. By analysing these patterns and processes, Urry sheds fresh light on the hidden worlds of offshoring and exposes the dark side of globalization. The book concludes by considering whether offshoring can be reversed D whether it is possible to bring about the systematic reshoring of relations that would be good for democracy and for developing low-carbon futures. Urry portrays the coming century as being poised between even more extreme offshoring and various endeavours to bring back 'home' that which has currently escaped 'over the horizon'.

Renewing Democracy in Young America (Hardcover): Daniel Hart, James Youniss Renewing Democracy in Young America (Hardcover)
Daniel Hart, James Youniss
R1,919 Discovery Miles 19 190 Ships in 10 - 15 working days

With a government plagued by systemic ills and deep ideological divides, democracy, as we know it, is in jeopardy. Yet, ironically, voter apathy remains prevalent and evidence suggests standard civic education has done little to instill a sense of civic duty in the American public. While some are waiting for change to come from within, trying to influence already polarized voters, or counting down the days until the "next election," leading child and adolescent development experts Daniel Hart and James Youniss are looking to another solution: America's youth. In Renewing Democracy in Young America, Hart and Youniss examine the widening generation gap, the concentration of wealth in pockets of the US, and the polarized political climate, and they arrive at a compelling solution to some of the most hotly contested issues of our time. The future of democracy depends on the American people seeing citizenship as a long-term psychological identity, and thus it is critical that youth have the opportunity to act as citizens during the time of their identity formation. Proposing that 16- and 17-year-olds be able to vote in municipal elections and suggesting that schools create science-based, community-oriented environmental engagement programs, the authors expound that by engaging youth through direct citizen-participatory experiences, we can successfully create active and committed citizens. Political scientists, media commentators, and citizens alike agree that democratic processes are broken across the nation, but we cannot stop at simply showing that our political system is dysfunctional. Refreshingly lucid and unabashedly hopeful, Renewing Democracy in Young America is an impeccably timed call to action.

New Models In Geography V2 (Hardcover): Phd Richard Peet, Professor Nigel Thrift New Models In Geography V2 (Hardcover)
Phd Richard Peet, Professor Nigel Thrift
R4,091 Discovery Miles 40 910 Ships in 10 - 15 working days

Two decades after the publication of the seminal Models in Geography, edited by Richard Chorley & Peter Haggett, this major collection of specially commissioned essays charts the new human geography from the perspective of political economy. Providing surveys of recent trends in theory, bibliographic guides to the literature, and pointers to advances and frontiers in thinking, the book ranges from cultural to economic and urban geography. The authors explore the connections between political economy and geographical thought in each area, with the emphasis lying on the processes of material production and social reproduction.
This title available in eBook format. Click here for more information.
Visit our eBookstore at: www.ebookstore.tandf.co.uk.

Mapping LGBTQ Spaces and Places - A Changing World (Hardcover, 1st ed. 2022): Marianne Blidon, Stanley D. Brunn Mapping LGBTQ Spaces and Places - A Changing World (Hardcover, 1st ed. 2022)
Marianne Blidon, Stanley D. Brunn; Contributions by Donna Gilbreath, Maria Rodo-Zarate, Michal Pitonak
R5,311 Discovery Miles 53 110 Ships in 18 - 22 working days

This book addresses LGBTQ issues in relation to among others law and policy, mobility and migration, children and family, social well-being and identity, visible and invisible landscapes, teaching and instruction, parades, arts and cartography and mapping. A variety of research methods are used to explore identities, communities, networks and landscapes, all which can be used in subsequent research and classroom instruction and disciplinary and interdisciplinary levels. This extensive book stimulates future pioneering research ventures in rural and urban settings about existing and proposed LGBTQ policies, individual and group mapping, visible and invisible spaces, and the construction of public and private spaces. Through the methodologies and rich bibliographies, this book provides a rich source for future comparative research of scholars working in social work, NGOs and public policy, and community networking and development.

Development of the Settlement Network in the Central European Countries - Past, Present, and Future (Hardcover, 2012): Tamas... Development of the Settlement Network in the Central European Countries - Past, Present, and Future (Hardcover, 2012)
Tamas Csapo, Andras Balogh
R5,179 Discovery Miles 51 790 Ships in 18 - 22 working days

This volume intends to summarize the most important changes in the Central European countries and their settlement network emphasizing the last 20 years since the collapse of the Iron Curtain.

Sensory Transformations - Environments, Technologies, Sensobiographies (Hardcover): Helmi Jarviluoma, Lesley Murray Sensory Transformations - Environments, Technologies, Sensobiographies (Hardcover)
Helmi Jarviluoma, Lesley Murray
R4,129 Discovery Miles 41 290 Ships in 9 - 17 working days

This book offers cutting-edge insights in cultural transformations of the sensory with particular emphasis on environments and technologies, articulating a special moment in the sensory history of urban Europe as people's relationship with their environment is increasingly shaped through digital technologies. It is a much-needed addition to Sensory Studies literature with its firmly grounded empirical and theoretical perspectives. It provides radical and impactful food for thought on sensory engagements with urban environments. After reading the book, the reader will have a profound understanding of the original methodology of sensobiographic walking, as well as transdisciplinary and transgenerational ethnographies in different cultural contexts - in this case three European cities. The book is aimed for a large audience of readers. It is equally useful for social and human scientists and students finalizing their MA degrees or working on their doctoral or post-doctoral work, and essential reading for environmental planners, youth workers, city planners, and architects, among others.

100 Key Concepts in Environmental Psychology (Paperback): Dorothée Marchand, Karin E Weiss, Enric Pol 100 Key Concepts in Environmental Psychology (Paperback)
Dorothée Marchand, Karin E Weiss, Enric Pol
R909 Discovery Miles 9 090 Ships in 9 - 17 working days

• Concepts, ideas, and processes explained in an easy to digest format, making this the perfect introduction to key ideas in Environmental Psychology • Engages with both historical and contemporary research, with contributions from highly qualified contributors in the field • The ideal resource for those studying Environmental Psychology for the first time, as well as those studying Sustainability Studies, Architecture and Built Environment Studies, and related fields

Sustainability transformations, social transitions and environmental accountabilities (Hardcover, 1st ed. 2023): Beth Edmondson Sustainability transformations, social transitions and environmental accountabilities (Hardcover, 1st ed. 2023)
Beth Edmondson
R3,979 Discovery Miles 39 790 Ships in 10 - 15 working days

This book draws upon diverse approaches and understandings of sustainability transformations, social transitions and environmental accountabilities. It presents case studies that highlight real-world consequences of changing ideas about how best to achieve effective and durable sustainability transformations and examines how environmental accountabilities and social transitions influence sustainability transformations. Each chapter provides insights regarding how new knowledge and perspectives matter for whether, when, and how people, governments, corporations and international organisations seek and pursue solutions to social-ecological challenges and sustainability dilemmas. It pays sustained attention to whether and how understandings and applications of accountability can improve international sustainability transformations. The chapters presented in this book consider some pressing questions concerning social transitions and environmental accountabilities: how can they contribute to sustainability transformations, how do they influence the scalability of sustainability transformations, and, how can such sustainability transformations become durable?

Disaster and Gender in Coastal Bangladesh - Women's Changing Roles, Risk and Vulnerability (Hardcover, 1st ed. 2022):... Disaster and Gender in Coastal Bangladesh - Women's Changing Roles, Risk and Vulnerability (Hardcover, 1st ed. 2022)
Mohammed Moniruzzaman Khan
R3,344 Discovery Miles 33 440 Ships in 18 - 22 working days

This volume explores the discourse of disaster and women in the existing social settings and state disaster-related affairs in coastal Bangladesh. It covers various issues ranging from disproportionate vulnerability, coping and adaptation mechanisms for women, limitations for promoting participation and involvement of women in the decision-making process both in family and community and changes in the role and responsibilities of women for reducing disaster risk and vulnerability. It contributes to the deconstruction of gender-based identity by addressing women's changing practices and roles in the coastal area in terms of the involvement of women with the development process, earning/income generation activities, decision-making process, access and entitlements to resources. This book presents the most current and inclusive circumstances of disaster and women of the coastal area in Bangladesh. The insights obtained through the eyes of a sociologist from a holistic perspective make this book different and unique. The book is of interest to researchers, academics, policymakers and professionals engaged in the social understanding of disaster studies, as well as to researchers and practitioners in interdisciplinary domains, including sociology, gender studies, social work, environmental studies, and development studies.

Environmental & Social Justice Challenges Near America's Most Popular Museums, Parks, Zoos & Other Heritage Attractions... Environmental & Social Justice Challenges Near America's Most Popular Museums, Parks, Zoos & Other Heritage Attractions (Hardcover, 1st ed. 2022)
Michael Greenberg
R3,340 Discovery Miles 33 400 Ships in 18 - 22 working days

This book examines environmental and social justice challenges near America's most popular heritage attractions. These include over 100 places that host national parks (e.g., Glacier, Yellowstone), zoos (e.g., Bronx, Henry Doorly), urban parks (e.g., Central Park, Fairmount), grand concourses (e.g., 5th Avenue, Massachusetts Avenue), and multiple museums and galleries (e.g., National Gallery, Getty). The book includes measurements of demographics, air quality/distance from hazards, health outcomes, and urban assets in the areas immediately surrounding these heritage sites and compares them with adjacent areas and their host cities or states. It considers the history of justice-related-issues near the sites and evaluates what owners, managers and communities are doing to address gentrification, displacement, the legacy of redlining and other challenges, such as the animal rights movement, climate change/sustainability, and tight budgets. The book examines what some host cities are doing about affordable housing and what some heritage sites have done in establishing constructive relationships with surrounding communities. The book should have two primary audiences. One is the strong and growing social and environmental justice community that has increasingly been scrutinizing parks and other icons for evidence of injustice. This book will interest them, even though all the results do not necessarily support their positions. The second audience is businesses, not-for-profits, and government agencies who manage parks, zoos, museums, and other attractions and need to understand what is happening near their sites and what they can do to be better neighbours.

Regions and Crises - New Challenges for Contemporary Regionalisms (Hardcover, New): Lorenzo Fioramonti Regions and Crises - New Challenges for Contemporary Regionalisms (Hardcover, New)
Lorenzo Fioramonti
R1,299 Discovery Miles 12 990 Ships in 4 - 6 working days

Will the European Union survive the global economic crisis? Will the Arab Spring trigger new forms of regional cooperation in North Africa? Will Asian regionalism prevail? This volume investigates the intimate relationship between regional governance processes and global crises. Starting with a thorough analysis of the so-called Eurocrisis and its impact on the European Union, the contributors look at how regional cooperation and integration in the Arab world, Africa, Asia and Latin America have been improved or challenged by local and global crises. Through a selection of topical studies dealing with economic, humanitarian and democratic crises, they discuss the future evolutions of regional governance and call for a new paradigm to put 'citizens' at the centre of regionalism.

The Social Significance of Dining out - A Study of Continuity and Change (Paperback): Alan Warde, Jessica Paddock, Jennifer... The Social Significance of Dining out - A Study of Continuity and Change (Paperback)
Alan Warde, Jessica Paddock, Jennifer Whillans
R892 Discovery Miles 8 920 Ships in 9 - 17 working days

Dining out used to be considered exceptional. However, the Food Standards Authority reported that in 2014, one meal in six was eaten away from home in Britain. Previously considered a necessary substitute for an inability to obtain a meal in a family home, dining out has become a popular recreational activity for a majority of the population, offering pleasure as well as refreshment. Based on a major mixed-methods research project on dining out in England, this book offers a unique comparison of the social differences between London, Bristol and Preston from 1995 to 2015, charting the dynamic relationship between eating in and eating out. Addressing topics such as the changing domestic divisions of labour around food preparation, the variety of culinary experience for different sections of the population, and class differences in taste and the pleasures and satisfactions associated with dining out, the authors explore how the practice has evolved across the three cities. -- .

Place Attachment - Advances in Theory, Methods and Applications (Paperback, 2nd edition): Lynne Manzo, Patrick Devine-Wright Place Attachment - Advances in Theory, Methods and Applications (Paperback, 2nd edition)
Lynne Manzo, Patrick Devine-Wright
R1,475 Discovery Miles 14 750 Ships in 9 - 17 working days

Following on from the ground-breaking first edition, which received the 2014 EDRA Achievement Award, this fully updated text includes new chapters on current issues in the built environment, such as GIS and mapping, climate change, and qualitative approaches. Place attachments are powerful emotional bonds that form between people and their physical surroundings. They inform our sense of identity, create meaning in our lives, facilitate community, and influence action. Place attachments have bearing on such diverse issues as rootedness and belonging, placemaking and displacement, mobility and migration, intergroup conflict, civic engagement, social housing and urban redevelopment, natural resource management, and global climate change. In this multidisciplinary book, Manzo and Devine-Wright draw together the latest thinking by leading scholars from around the globe, including contributions from scholars such as Daniel Williams, Mindy Fullilove, Randy Hester, and David Seamon, to capture significant advancements in three main areas: theory, methods, and applications. Over the course of fifteen chapters, using a wide range of conceptual and applied methods, the authors critically review and challenge contemporary knowledge, identify significant advances, and point to areas for future research. This important volume offers the most current understandings about place attachment, a critical concept for the environmental social sciences and placemaking professions.

Archaeology of the Night - Life After Dark in the Ancient World (Paperback): Archaeology of the Night - Life After Dark in the Ancient World (Paperback)
R925 Discovery Miles 9 250 Ships in 10 - 15 working days
Gentrification in Chinese Cities - State Institutions, Space and Society (Hardcover, 1st ed. 2022): Qinran Yang Gentrification in Chinese Cities - State Institutions, Space and Society (Hardcover, 1st ed. 2022)
Qinran Yang
R3,345 Discovery Miles 33 450 Ships in 18 - 22 working days

This book provides an institutional interpretation of state-facilitated gentrification in Chengdu, an emerging central city of China. It generalizes the three aspects of institutional changes in the cultural, economic and social spheres that have thus far directed the operation of gentrification in the transitional economy: the creative destruction of consumption spaces, the spatial production of excess, and the unequal redistribution of spatial resources to low-income residents. The interactions of state and society, are examined in navigating the institutional changes and forming the Chinese distinctions of gentrification. The author argues that these three aspects of institutional changes characterize gentrification in Chengdu as a transformative force of development led by the state and capitalists and championed by middle-class consumers. This gentrification mode periodically catalyzes new spaces and collective cultures, which then necessitate the stimulation of new consumption behaviors and the formation of new consumer classes, at the expense of the spatial demands for the even larger number of low-income residents. However, in the context of China's unique state-society relations, some low-income groups may also ride the wave of social transformation. The author suggests that this type of gentrification integrates into not the essence of uneven geographical development in a capitalist society, but China's unique model of urbanization and development, which is often state-driven, innovative and even involuted so as to sustain continuous growth. Though the research is focused on urban China, this book also contributes to methodological issues on gentrification research on a global scale. It is skeptical both of the structural explanation and of the revelation of unsorted differences; instead, it aims to generate midrange regularities of gentrification in Chinese cities. Institutional change is treated as an intermediary that, on the one hand, responds to the global trends and, on the other hand, adapts to local preconditions. Mixed methods, including statistical and spatial analysis, institutional analysis, and an extensive ethnographic study, are used to investigate gentrification from a structural perspective, a historical perspective, and as a grounded process within the locality.

International Law of Underwater Cultural Heritage - Understanding the Challenges (Hardcover, 1st ed. 2022): Kim Browne, Murray... International Law of Underwater Cultural Heritage - Understanding the Challenges (Hardcover, 1st ed. 2022)
Kim Browne, Murray Raff
R4,318 Discovery Miles 43 180 Ships in 18 - 22 working days

This book brings together three distinct areas of International Law - namely Environmental, Heritage and Ocean Law - to address the international legal protection of historically significant wrecks, with particular focus on the environmental hazards they may pose. The confluence of Heritage Law and the Law of the Sea with International Environmental Law represents an important development in international governance strategies for the twenty-first century, in particular those legal and administrative regimes that concern the world's oceans and underwater cultural heritage protection. Importantly, connections between international legal regimes, such as the 1982 Law of the Sea, and institutions like the International Maritime Organisation (IMO) and United Nations Education Scientific Cultural Organisation (UNESCO), can play a crucial part in governance strategies that involve the regulation of marine pollution and historic shipwrecks.

Non-representational Theory (Paperback): Paul Simpson Non-representational Theory (Paperback)
Paul Simpson
R1,195 Discovery Miles 11 950 Ships in 9 - 17 working days

Non-representational Theory explores a range of ideas which have recently engaged geographers and have led to the development of an alternative approach to the conception, practice, and production of geographic knowledge. Non-representational Theory refers to a key body of work that has emerged in geography over the past two and a half decades that emphasizes the importance of practice, embodiment, materiality, and process to the ongoing formation of social life. This title offers the first sole-authored, accessible introduction to this work and its impact on geography. Without being prescriptive the text provides a general explanation of what Non-representational Theory is. This includes discussion of the disciplinary context it emerged from, the key ideas and themes that characterise work associated with Non-representational Theory, and the theoretical points of reference that inspires it. The book then explores a series of conjunctions of 'Non-representational Theory and...', taking an area of geographic enquiry and exploring the impact Non-representational Theory has had on how it is researched and understood. This includes the relationships between Non-representational Theory and Practice, Affect, Materiality, Landscape, Performance, and Methods. Critiques of Non-representational Theory are also broached, including reflections on issues on identity, power, and difference. The text draws together the work of a range of established and emerging scholars working on the development of non-representational theories, allowing scholars from geography and other disciplines to access and assess the animating potential of such work. This volume is essential reading for undergraduates and post-graduate students interested in the social, cultural, and political geographies of everyday living.

Preserving and Constructing Place Attachment in Europe (Hardcover, 1st ed. 2022): Oana-Ramona Ilovan, Iwona Markuszewska Preserving and Constructing Place Attachment in Europe (Hardcover, 1st ed. 2022)
Oana-Ramona Ilovan, Iwona Markuszewska
R2,706 Discovery Miles 27 060 Ships in 18 - 22 working days

This book offers a variety of theoretical and methodological approaches to place attachment from a European perspective. Starting from a dynamic, relational, and participatory concept of place attachment, the book discusses place making and place attachment processes through place-based development and community place-driven actions. It also presents examples of creating place attachment through nature- and culture-based contexts and focuses on how sustainable planning and territorial identities enhance place attachment. Finally, this book presents and discusses (re)constructing place attachment within transition processes and through strategic solutions for urban recovery and regeneration of (post)-industrial areas. By considering the social, environmental, economic, and political effects of building, strengthening and maintaining place attachment, this book is a valuable read for all those working with and interested in learning more about place attachment: geographers, landscape planners, sociologists, psychologists, environmental and political scientists, and members of community movements.

Territoriality in the Globalizing Society - One Place or None? (Hardcover, 1998 ed.): J.V. Hagen Territoriality in the Globalizing Society - One Place or None? (Hardcover, 1998 ed.)
J.V. Hagen; Edited by Stefan Immerfall
R2,663 Discovery Miles 26 630 Ships in 18 - 22 working days

Globalization is one of the buzz-words in the 1990s. It points to a world in which geographic location becomes increasingly irrelevant, a vision that has aroused both hopes and fears. Surprisingly, globalization is accompanied by increasing regionalization. This volume is a timely contribution to the debate on globalization and regionalism. Coming from several disciplines, its contributors explore the consequences of a world with no geographical barriers. Refuting simple notions of globalization, they argue that location and space will remain important dimensions of economic and social development. In view of this, the book develops a more balanced view of the tension between globalization and regionalism.

Engendering Migration Journey - Identity, Ethnicity and Gender of Thai Migrant Women in Hong Kong (Hardcover, 1st ed. 2022):... Engendering Migration Journey - Identity, Ethnicity and Gender of Thai Migrant Women in Hong Kong (Hardcover, 1st ed. 2022)
Herbary Zhang
R3,065 Discovery Miles 30 650 Ships in 18 - 22 working days

Drawing on ethnographic research conducted with the Thai migrant community in Hong Kong between 2016 and 2020, this book provides original insights into the complexity and diversity of identity negotiation, ethnicity navigation, and womanhood reinvention of Thai migrant women in Hong Kong. Allowing research to move beyond standard stories of victimized migrants and domestic workers by focusing on the increasing number of Southeast Asians moving into the middle-class, this ethnographic study of the everyday lived experience of Thai migrant women in Hong Kong will advance a new understanding of transnational migration and mobility at the intersections of gender, ethnicity, class, generation, and religion. This book illustrates the influence of transnationalism and multiculturalism on migrant women's meaning-making and accentuates the importance of diversity within a migrant population - in particular, the importance of maintaining an intersectional perspective to understand the broader phenomenon of contemporary middle-class and professional migration within Southeast Asia.

Spatially Explicit Hyperparameter Optimization for Neural Networks (Hardcover, 1st ed. 2021): Minrui Zheng Spatially Explicit Hyperparameter Optimization for Neural Networks (Hardcover, 1st ed. 2021)
Minrui Zheng
R3,769 Discovery Miles 37 690 Ships in 18 - 22 working days

Neural networks as the commonly used machine learning algorithms, such as artificial neural networks (ANNs) and convolutional neural networks (CNNs), have been extensively used in the GIScience domain to explore the nonlinear and complex geographic phenomena. However, there are a few studies that investigate the parameter settings of neural networks in GIScience. Moreover, the model performance of neural networks often depends on the parameter setting for a given dataset. Meanwhile, adjusting the parameter configuration of neural networks will increase the overall running time. Therefore, an automated approach is necessary for addressing these limitations in current studies. This book proposes an automated spatially explicit hyperparameter optimization approach to identify optimal or near-optimal parameter settings for neural networks in the GIScience field. Also, the approach improves the computing performance at both model and computing levels. This book is written for researchers of the GIScience field as well as social science subjects.

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