Spatial Planning in the Big Data Revolution

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Author :
Publisher : Engineering Science Reference
ISBN 13 : 9781522579298
Total Pages : 0 pages
Book Rating : 4.5/5 (792 download)

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Book Synopsis Spatial Planning in the Big Data Revolution by : Angioletta Voghera

Download or read book Spatial Planning in the Big Data Revolution written by Angioletta Voghera and published by Engineering Science Reference. This book was released on 2019 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through interaction with other databases such as social media, geographic information systems have the ability to build and obtain not only statistics defined on the flows of people, things, and information but also on perceptions, impressions, and opinions about specific places, territories, and landscapes. It is thus necessary to systematize, integrate, and coordinate the various sources of data (especially open data) to allow more appropriate and complete analysis, descriptions, and elaborations. Spatial Planning in the Big Data Revolution is a critical scholarly resource that aims to bring together different methodologies that combine the potential of large data analysis with GIS applications in dedicated tools specifically for territorial, social, economic, environmental, transport, energy, real estate, and landscape evaluation. Additionally, the book addresses a number of fundamental objectives including the application of big data analysis in supporting territorial analysis, validating crowdsourcing and crowdmapping techniques, and disseminating information and community involvement. Urban planners, architects, researchers, academicians, professionals, and practitioners in such fields as computer science, data science, and business intelligence will benefit most from the research contained within this publication.

Spatial Planning in the Big Data Revolution

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Author :
Publisher : IGI Global
ISBN 13 : 1522579281
Total Pages : 359 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Spatial Planning in the Big Data Revolution by : Voghera, Angioletta

Download or read book Spatial Planning in the Big Data Revolution written by Voghera, Angioletta and published by IGI Global. This book was released on 2019-03-15 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through interaction with other databases such as social media, geographic information systems have the ability to build and obtain not only statistics defined on the flows of people, things, and information but also on perceptions, impressions, and opinions about specific places, territories, and landscapes. It is thus necessary to systematize, integrate, and coordinate the various sources of data (especially open data) to allow more appropriate and complete analysis, descriptions, and elaborations. Spatial Planning in the Big Data Revolution is a critical scholarly resource that aims to bring together different methodologies that combine the potential of large data analysis with GIS applications in dedicated tools specifically for territorial, social, economic, environmental, transport, energy, real estate, and landscape evaluation. Additionally, the book addresses a number of fundamental objectives including the application of big data analysis in supporting territorial analysis, validating crowdsourcing and crowdmapping techniques, and disseminating information and community involvement. Urban planners, architects, researchers, academicians, professionals, and practitioners in such fields as computer science, data science, and business intelligence will benefit most from the research contained within this publication.

Big Data Revolution

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1118943716
Total Pages : 294 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Big Data Revolution by : Rob Thomas

Download or read book Big Data Revolution written by Rob Thomas and published by John Wiley & Sons. This book was released on 2015-03-02 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exploit the power and potential of Big Data to revolutionize business outcomes Big Data Revolution is a guide to improving performance, making better decisions, and transforming business through the effective use of Big Data. In this collaborative work by an IBM Vice President of Big Data Products and an Oxford Research Fellow, this book presents inside stories that demonstrate the power and potential of Big Data within the business realm. Readers are guided through tried-and-true methodologies for getting more out of data, and using it to the utmost advantage. This book describes the major trends emerging in the field, the pitfalls and triumphs being experienced, and the many considerations surrounding Big Data, all while guiding readers toward better decision making from the perspective of a data scientist. Companies are generating data faster than ever before, and managing that data has become a major challenge. With the right strategy, Big Data can be a powerful tool for creating effective business solutions – but deep understanding is key when applying it to individual business needs. Big Data Revolution provides the insight executives need to incorporate Big Data into a better business strategy, improving outcomes with innovation and efficient use of technology. Examine the major emerging patterns in Big Data Consider the debate surrounding the ethical use of data Recognize patterns and improve personal and organizational performance Make more informed decisions with quantifiable results In an information society, it is becoming increasingly important to make sense of data in an economically viable way. It can drive new revenue streams and give companies a competitive advantage, providing a way forward for businesses navigating an increasingly complex marketplace. Big Data Revolution provides expert insight on the tool that can revolutionize industries.

Big Data

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Author :
Publisher : Houghton Mifflin Harcourt
ISBN 13 : 0544002695
Total Pages : 257 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Big Data by : Viktor Mayer-Schönberger

Download or read book Big Data written by Viktor Mayer-Schönberger and published by Houghton Mifflin Harcourt. This book was released on 2013 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: A exploration of the latest trend in technology and the impact it will have on the economy, science, and society at large.

The Data Revolution

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Author :
Publisher : SAGE
ISBN 13 : 1473908264
Total Pages : 241 pages
Book Rating : 4.4/5 (739 download)

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Book Synopsis The Data Revolution by : Rob Kitchin

Download or read book The Data Revolution written by Rob Kitchin and published by SAGE. This book was released on 2014-09-16 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Carefully distinguishing between big data and open data, and exploring various data infrastructures, Kitchin vividly illustrates how the data landscape is rapidly changing and calls for a revolution in how we think about data." - Evelyn Ruppert, Goldsmiths, University of London "Deconstructs the hype around the ‘data revolution’ to carefully guide us through the histories and the futures of ‘big data.’ The book skilfully engages with debates from across the humanities, social sciences, and sciences in order to produce a critical account of how data are enmeshed into enormous social, economic, and political changes that are taking place." - Mark Graham, University of Oxford Traditionally, data has been a scarce commodity which, given its value, has been either jealously guarded or expensively traded. In recent years, technological developments and political lobbying have turned this position on its head. Data now flow as a deep and wide torrent, are low in cost and supported by robust infrastructures, and are increasingly open and accessible. A data revolution is underway, one that is already reshaping how knowledge is produced, business conducted, and governance enacted, as well as raising many questions concerning surveillance, privacy, security, profiling, social sorting, and intellectual property rights. In contrast to the hype and hubris of much media and business coverage, The Data Revolution provides a synoptic and critical analysis of the emerging data landscape. Accessible in style, the book provides: A synoptic overview of big data, open data and data infrastructures An introduction to thinking conceptually about data, data infrastructures, data analytics and data markets Acritical discussion of the technical shortcomings and the social, political and ethical consequences of the data revolution An analysis of the implications of the data revolution to academic, business and government practices

The Big Data Revolution

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Author :
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781490403809
Total Pages : 0 pages
Book Rating : 4.4/5 (38 download)

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Book Synopsis The Big Data Revolution by : Jason Kolb

Download or read book The Big Data Revolution written by Jason Kolb and published by Createspace Independent Publishing Platform. This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We create more data in a day then we did from the dawn of man through 2003 and approximately 90% of all the world's data has been created in the past 2 years. What does this mean to you? In The Big Data Revolution we explore this very question and reveal the data secrets your competitors don't want you to know. Our world is transforming as the data deluge knocks us out of our old ways and into the data driven reality. Some companies are winning by taking advantages of the opportunities in this evolving world while others are falling behind. Pioneers like Amazon, Target, and Google are blazing a trail that we can follow, and in The Big Data Revolution we help you do just that. Big Data promises to give us a world driven by information and solid data, bringing far greater productivity, increased profits, and lower costs; and in The Big Data Revolution we explore those winning strategies and techniques and the tools behind them. Want to learn how companies like Amazon, Target, and IBM use data to gain competitive advantages? Or how Obama used Big Data tools to better utilize his resources? The Big Data Revolution was written for the non-or-only-slightly-technical business person in mind--but in a way that gives you enough meat behind the ideas so that you have a road map that tells you how to get where you want to go. It uses real-world examples and case studies to illustrates the concepts and explore the technology that makes them happen. The Big Data Revolution is comprised of four parts: Part 1: Data Science In Part 1 we first introduce you to the world of data science and analytics. These are the tools companies and governments use to refine their crude data into valuable insights. In this section, we'll look at the magic behind Amazon's success, and see how data is leading towards a near Minority Report future. Part 2: Big Data Data is growing at an exceptional rate, we produce more data now in a day than we did from the dawn of man till 2003. This explosion of data creates many unique struggles as well as opportunities. In this section we'll look at how Obama invested in Big Data during his presidential campaign, and explore how startups are revealing data that saves their clients substantial capital. Part 3: Tools of the trade Data Scientists cannot just look at big data and get value from it, it doesn't matter how good they are. The data is just too big. So companies like IBM and Microsoft build tools that help people make sense of data, and hopefully discover new useful insights from it. The two primary categories of tools you need to be aware of are Business Intelligence and Data Discovery. In this section we explore these broad terms, and show how companies are designing more specialized tools for specific purposes. Part 4: Gazing into the Future In order to position yourself well for what is to come you need to know where we are now and almost more importantly where we are going to be in the near future. In this section we explore the trends that are going to matter as we move forward in this emerging technology industry. Computerized Data Analytics is truly still in its early stages of development, and things are going to change as new innovations come to the forefront. If we are serious about gaining the data advantage, we need to stay ahead of this curve. The Big Data Revolution is your tool to understanding this complex new reality of your world. Get it today and don't miss out on the data driven future. The world is changing. Are you ready?

The Data Revolution

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Author :
Publisher : SAGE
ISBN 13 : 1529765110
Total Pages : 307 pages
Book Rating : 4.5/5 (297 download)

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Book Synopsis The Data Revolution by : Rob Kitchin

Download or read book The Data Revolution written by Rob Kitchin and published by SAGE. This book was released on 2021-09-22 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: Our world is becoming ever more data-driven, transforming how business is conducted, governance enacted, and knowledge produced. Yet, the nature of data and the scope and implications of the changes taking place are not always clear. The Data Revolution is a must read for anyone interested in why data have become so important in the contemporary era. Thoroughly updated, including ten new chapters, the book provides an accessible and comprehensive: introduction to thinking conceptually about the nature of data and the field of critical data studies overview of big data, open data and data infrastructures analysis of the utility and value of big and open data for research, business, government and civil society assessment of the concerns and risks in a data-driven world and how to prevent and mitigate them.

Research Anthology on Big Data Analytics, Architectures, and Applications

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Author :
Publisher : IGI Global
ISBN 13 : 1668436639
Total Pages : 1988 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Research Anthology on Big Data Analytics, Architectures, and Applications by : Management Association, Information Resources

Download or read book Research Anthology on Big Data Analytics, Architectures, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2021-09-24 with total page 1988 pages. Available in PDF, EPUB and Kindle. Book excerpt: Society is now completely driven by data with many industries relying on data to conduct business or basic functions within the organization. With the efficiencies that big data bring to all institutions, data is continuously being collected and analyzed. However, data sets may be too complex for traditional data-processing, and therefore, different strategies must evolve to solve the issue. The field of big data works as a valuable tool for many different industries. The Research Anthology on Big Data Analytics, Architectures, and Applications is a complete reference source on big data analytics that offers the latest, innovative architectures and frameworks and explores a variety of applications within various industries. Offering an international perspective, the applications discussed within this anthology feature global representation. Covering topics such as advertising curricula, driven supply chain, and smart cities, this research anthology is ideal for data scientists, data analysts, computer engineers, software engineers, technologists, government officials, managers, CEOs, professors, graduate students, researchers, and academicians.

Knowledge Management for Regional Policymaking

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Author :
Publisher : Springer Nature
ISBN 13 : 303115648X
Total Pages : 257 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Knowledge Management for Regional Policymaking by : Robert Laurini

Download or read book Knowledge Management for Regional Policymaking written by Robert Laurini and published by Springer Nature. This book was released on 2023-01-01 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: The present publication focusses the attention on new avenues in regional information and knowledge management, while we will zoom in particularly on the potential promises and hurdles of digital technology. This digital challenge has already generated a wealth of implications in the area of smart or intelligent cities, but as yet far less has been achieved in the field of regional planning and regional science. There is clearly a need for a more systematic and wide-ranging assessment and presentation of emerging approaches and concepts in this field, for instance, in regard to principles (e.g. geographic rule modeling), methodologies (e.g. blockchain systems), data analytics (e.g. machine learning) and data governance (e.g. data sovereignty) of regional information and knowledge. Especially in our ‘big data’ era, a systematic, comprehensible and reliable acquisition, storage, sharing and handling of data (e.g. on the basis of systematic decomposition and filtering principles) is more needed than ever before. The present study seeks to present a selection of state-of-the-art contributions on advanced – often digitally-oriented – regional information and knowledge management foundations, principles and practices written by several experts in the field of spatial informatics. These contributions were collected with a view to the design of a comprehensive knowledge and research agenda, which was discussed during a brainstorm workshop in Lyon, France (October 2021). This book covers various fields of interest, such as GeoAI, knowledge modelling, IoT and scalability, space syntax, rule extraction, data governance and data self-sovereignty. It is concluded with a knowledge and research agenda outlining future endeavors in the field of the spatial information sciences (or spatial informatics).

Post Un-Lock

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Publisher : Springer Nature
ISBN 13 : 3031338944
Total Pages : 187 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Post Un-Lock by : Grazia Brunetta

Download or read book Post Un-Lock written by Grazia Brunetta and published by Springer Nature. This book was released on 2023-07-03 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book builds a framework that holds together numerous open issues in territorial planning: from the understanding of territorial, landscape, environmental and climatic dynamics to the analysis of local vulnerabilities, to the use of modern survey techniques to support planning. What is the role of urban and regional planning in achieving the sustainable development goals of our communities considering the major issues posed by the COVID-19 pandemic in urban planning? And how do these medium- and long-term objectives interact with the needs that the emergency has given rise to? Post Un-Lock—from territorial vulnerabilities to local resilience—aims to provide the reader with a useful key to understand how the COVID-19 pandemic can be seen as a catalyst for a restart based on the concepts of sustainability and resilience. In fact, the COVID-19 experience evidences the need to propose a planning system able to integrate multiple scales according to an interdisciplinary approach focused on in-depth knowledge of the territorial risks and vulnerabilities. Besides, with the contribution of the new technologies, it is able to rethink spaces on a neighbourhood scale, conceived as a "local resilience unit" that ensures the population high standards of safety, liveability, and accessibility to proximity services. In this view, planning is increasingly concerned about social aspects and the well-being of communities, supported by indicators and evaluation tools. With the proposal of the concept of local resilience unit, Post Un-Lock takes a step forward towards the definition of a new paradigm of local planning and a topic for urban regeneration.

Visibilities and Invisibilities in Smart Cities: Emerging Research and Opportunities

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Author :
Publisher : IGI Global
ISBN 13 : 179983851X
Total Pages : 289 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Visibilities and Invisibilities in Smart Cities: Emerging Research and Opportunities by : McKenna, H. Patricia

Download or read book Visibilities and Invisibilities in Smart Cities: Emerging Research and Opportunities written by McKenna, H. Patricia and published by IGI Global. This book was released on 2021-06-11 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Throughout history, humanity has sought the betterment of its communities. In the 21st century, humanity has technology on its side in the process of improving its cities. Smart cities make their improvements by gathering real-world data in real time. Still, there are many complexities that many do not catch—they are invisible. It is important to understand how people make sense at the urban level and in extra-urban spaces of the combined complexities of invisibilities and visibilities in their environments, interactions, and infrastructures enabled through their own enhanced awareness together with aware technologies that are often embedded, pervasive, and ambient. This book probes the visible and invisible dimensions of emerging understandings of smart cities and regions in the context of more aware people interacting with each other and through more aware and pervasive technologies. Visibilities and Invisibilities in Smart Cities: Emerging Research and Opportunities contributes to the research literature for urban theoretical spaces, methodologies, and applications for smart and responsive cities; the evolving of urban theory and methods for 21st century cities and urbanities; and the formulation of a conceptual framework for associated methodologies and theoretical spaces. This work explores the relationships between variables using a case study approach combined with an explanatory correlational design. It is based on an urban research study conducted from mid-2015 to mid-2020 that spanned multiple countries across three continents. The book is split into four sections: introduction to the concepts of visible and invisible, frameworks for understanding the interplay of the two concepts, associated and evolving theory and methods, and extending current research as opportunities in smart city environments and regions. Covering topics including human geography, smart cities, and urban planning, this book is essential for urban planners, designers, city officials, community agencies, business managers and owners, academicians, researchers, and students, including those who work across multiple domains such as architecture, environmental design, human-computer interaction, human geography, information technology, sociology, and affective computing.

Climate Change-Sensitive Water Resources Management

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Publisher : CRC Press
ISBN 13 : 1000293955
Total Pages : 219 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Climate Change-Sensitive Water Resources Management by : Ramesh S.V. Teegavarapu

Download or read book Climate Change-Sensitive Water Resources Management written by Ramesh S.V. Teegavarapu and published by CRC Press. This book was released on 2020-12-17 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides an overview of climate change-sensitive water resources management with consideration of adaptation approaches, the assessment of climate change impacts, current contemporary management techniques, and ecological responses. Comprehensive assessments and studies from eight countries using innovative approaches that aid water management under evolving climates are documented. Topics ranging from hydrologic design to management and policy responses to climate change are discussed, which demonstrate updated theories that highlight methods, tools, and experiences on the topic of water resources under climate change. The generic approaches discussed, and their applications to different climate change-related problems, make this book appealing to a global readership. The practical and applied methodologies presented in the book and through insightful case studies discussed will provide readers worldwide with ready-to-use information to manage water resources sustainably under evolving climate. This book is ideally suited for water resource managers, scientists, professionals from water management agencies, graduate students, and national laboratory agencies responsible for water and environmental management.

Urban Planning in the Digital Age

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Publisher : John Wiley & Sons
ISBN 13 : 1119539447
Total Pages : 208 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Urban Planning in the Digital Age by : Nicolas Douay

Download or read book Urban Planning in the Digital Age written by Nicolas Douay and published by John Wiley & Sons. This book was released on 2018-06-21 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technological changes have often produced important social changes that translate into spatial and planning practice. Whereas the intelligent city is one of the unavoidable and even dominant concepts, digital uses can influence urban planning in four different directions. These scenarios are represented by a compass composed of a horizontal axis opposing institutional and non-institutional actors, and a second axis with open and closed opposition.

New Metropolitan Perspectives

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Publisher : Springer Nature
ISBN 13 : 3030482790
Total Pages : 2196 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis New Metropolitan Perspectives by : Carmelina Bevilacqua

Download or read book New Metropolitan Perspectives written by Carmelina Bevilacqua and published by Springer Nature. This book was released on 2020-08-31 with total page 2196 pages. Available in PDF, EPUB and Kindle. Book excerpt: ​This book presents the outcomes of the symposium “NEW METROPOLITAN PERSPECTIVES,” held at Mediterranea University, Reggio Calabria, Italy on May 26–28, 2020. Addressing the challenge of Knowledge Dynamics and Innovation-driven Policies Towards Urban and Regional Transition, the book presents a multi-disciplinary debate on the new frontiers of strategic and spatial planning, economic programs and decision support tools in connection with urban–rural area networks and metropolitan centers. The respective papers focus on six major tracks: Innovation dynamics, smart cities and ICT; Urban regeneration, community-led practices and PPP; Local development, inland and urban areas in territorial cohesion strategies; Mobility, accessibility and infrastructures; Heritage, landscape and identity;and Risk management,environment and energy. The book also includes a Special Section on Rhegion United Nations 2020-2030. Given its scope, the book will benefit all researchers, practitioners and policymakers interested in issues concerning metropolitan and marginal areas.

Small Wars, Big Data

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Publisher : Princeton University Press
ISBN 13 : 0691204012
Total Pages : 410 pages
Book Rating : 4.6/5 (912 download)

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Book Synopsis Small Wars, Big Data by : Eli Berman

Download or read book Small Wars, Big Data written by Eli Berman and published by Princeton University Press. This book was released on 2020-07-14 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: How a new understanding of warfare can help the military fight today's conflicts more effectively. The way wars are fought has changed starkly over the past sixty years. International military campaigns used to play out between large armies at central fronts. Today's conflicts find major powers facing rebel insurgencies that deploy elusive methods, from improvised explosives to terrorist attacks. Small Wars, Big Data presents a transformative understanding of these contemporary confrontations and how they should be fought. The authors show that a revolution in the study of conflict--enabled by vast data, rich qualitative evidence, and modern methods--yields new insights into terrorism, civil wars, and foreign interventions. Modern warfare is not about struggles over territory but over people; civilians--and the information they might choose to provide--can turn the tide at critical junctures. The authors draw practical lessons from the past two decades of conflict in locations ranging from Latin America and the Middle East to Central and Southeast Asia. Building an information-centric understanding of insurgencies, the authors examine the relationships between rebels, the government, and civilians. This approach serves as a springboard for exploring other aspects of modern conflict, including the suppression of rebel activity, the role of mobile communications networks, the links between aid and violence, and why conventional military methods might provide short-term success but undermine lasting peace. Ultimately the authors show how the stronger side can almost always win the villages, but why that does not guarantee winning the war. Small Wars, Big Data provides groundbreaking perspectives for how small wars can be better strategized and favorably won to the benefit of the local population.

Big Data Applications in Geography and Planning

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Author :
Publisher : Edward Elgar Publishing
ISBN 13 : 1789909791
Total Pages : 288 pages
Book Rating : 4.7/5 (899 download)

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Book Synopsis Big Data Applications in Geography and Planning by : Mark Birkin

Download or read book Big Data Applications in Geography and Planning written by Mark Birkin and published by Edward Elgar Publishing. This book was released on 2021-05-28 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique book demonstrates the utility of big data approaches in human geography and planning. Offering a carefully curated selection of case studies, it reveals how researchers are accessing big data, what this data looks like and how such data can offer new and important insights and knowledge.

Bridging the Gap

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Author :
Publisher : MDPI
ISBN 13 : 3036507663
Total Pages : 266 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Bridging the Gap by : Grazia Brunetta

Download or read book Bridging the Gap written by Grazia Brunetta and published by MDPI. This book was released on 2021-06-10 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: The concept of resilience has arisen as a “new way of thinking”, becoming a response to both the causes and effects of ongoing global challenges. As it strongly stresses cities’ transformative potential, resilience’s final purpose is to prevent and manage unforeseen events and improve communities’ environmental and social quality. Although the resilience theory has been investigated in depth, several methodological challenges remain, mainly related to the concept’s practical sphere. As a matter of fact, resilience is commonly criticised for being too ambiguous and empty of meaning. At the same time, turning resilience into practice is not easy to do. This will arguably be one of the most impactful global issues for future research on resilience. The Special Issue “Bridging the Gap: The Measure of Urban Resilience” falls under this heading, and it seeks to synthesise state-of-the-art knowledge of theories and practices on measuring resilience. The Special Issue collected 11 papers that address the following questions: “What are the theoretical perspectives of measuring urban resilience? What are the existing methods for measuring urban resilience? What are the main features that a technique for measuring urban resilience needs to have? What is the role of measuring urban resilience in operationalising cities’ ability to adapt, recover and benefit from shocks?”