Machine Learning for Ecology and Sustainable Natural Resource Management

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Author :
Publisher : Springer
ISBN 13 : 3319969781
Total Pages : 441 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Machine Learning for Ecology and Sustainable Natural Resource Management by : Grant Humphries

Download or read book Machine Learning for Ecology and Sustainable Natural Resource Management written by Grant Humphries and published by Springer. This book was released on 2018-11-05 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ecologists and natural resource managers are charged with making complex management decisions in the face of a rapidly changing environment resulting from climate change, energy development, urban sprawl, invasive species and globalization. Advances in Geographic Information System (GIS) technology, digitization, online data availability, historic legacy datasets, remote sensors and the ability to collect data on animal movements via satellite and GPS have given rise to large, highly complex datasets. These datasets could be utilized for making critical management decisions, but are often “messy” and difficult to interpret. Basic artificial intelligence algorithms (i.e., machine learning) are powerful tools that are shaping the world and must be taken advantage of in the life sciences. In ecology, machine learning algorithms are critical to helping resource managers synthesize information to better understand complex ecological systems. Machine Learning has a wide variety of powerful applications, with three general uses that are of particular interest to ecologists: (1) data exploration to gain system knowledge and generate new hypotheses, (2) predicting ecological patterns in space and time, and (3) pattern recognition for ecological sampling. Machine learning can be used to make predictive assessments even when relationships between variables are poorly understood. When traditional techniques fail to capture the relationship between variables, effective use of machine learning can unearth and capture previously unattainable insights into an ecosystem's complexity. Currently, many ecologists do not utilize machine learning as a part of the scientific process. This volume highlights how machine learning techniques can complement the traditional methodologies currently applied in this field.

Sustainable Governance of Natural Resources

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Author :
Publisher : Oxford University Press, USA
ISBN 13 : 0197502210
Total Pages : 335 pages
Book Rating : 4.1/5 (975 download)

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Book Synopsis Sustainable Governance of Natural Resources by : Ulrich Frey

Download or read book Sustainable Governance of Natural Resources written by Ulrich Frey and published by Oxford University Press, USA. This book was released on 2020-09-29 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: What can be done to ensure natural resources aren't exploited? Is it possible to determine how to sustainably manage them? What makes some systems successful? In Sustainable Governance of Natural Resources, Ulrich Frey delves deep into unanswered questions like these about resource management. The book explains the current state of biological cooperation mechanisms, case studies in the field, findings from economic-behavioral experiments, common-pool resource dilemmas, and how these are all relevant to these questions surrounding the best way to sustainably manage natural resources. There are many case studies within the field of social-ecological systems, but there are few large-N studies conducted in a methodologically rigorous manner. Frey does just this and takes readers step-by-step through the preparation of datasets like the CPR, NIIS, and IFRI. He also grounds his research through the development of an indicator system which operationalizes 24 individually-synthesized success factors that influence the management of natural resources. The book reveals the practical and operational uses of measuring ecological success in this way, showcasing various statistical and machine learning methods to develop highly predictive, robust, and empirically-sound models. Three different methods, multivariate linear regressions, random forests, and artificial neural networks are compared to achieve robust results. The book sheds new light on factors that have previously been investigated, allowing readers to build off of Frey's system and use his methods to determine whether or not their way of managing natural resources will yield ecological success in practice.

Sustainable Squirrel Conservation

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Author :
Publisher : Springer Nature
ISBN 13 : 3031235479
Total Pages : 380 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Sustainable Squirrel Conservation by : Moriz Steiner

Download or read book Sustainable Squirrel Conservation written by Moriz Steiner and published by Springer Nature. This book was released on 2023-06-29 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book attempts to move the family of squirrels (Sciuridae) out of the shadow of large charismatic mammals and to highlight management failures with the goal of moving towards an improved conservation approach. Particular attention is paid to the influence of taxonomic science on squirrel conservation. In addition, the authors show how human-driven climate change, global change and modern politics are shaping global squirrel populations as well as their surrounding environments and ecosystems. Squirrels are widespread around the globe, naturally occurring on every continent except Antarctica and Oceania, and they are certainly among the animals most commonly encountered in everyday life. Despite this, the authors of this volume identify worrying gaps in squirrel conservation. Squirrels are often hunted, trapped, poached, and stressed, and management strategies and legislation are often devised in the absence of proper knowledge of issues such as population sizes, taxonomies, and trends. Together, this can result in severe population declines and even species extinction. By assessing their taxonomic situation, ecology, the evolution and divergence of Sciuridae around the globe, and squirrels’ well-being across habitats, the authors set a baseline from which to launch future investigations into the conservation of squirrels and other species. Additionally, the authors highlight the influences of climate change, unsustainable growth, and various man-made threats to the future of this family.

Data Science in Agriculture and Natural Resource Management

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Publisher : Springer Nature
ISBN 13 : 9811658471
Total Pages : 326 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Data Science in Agriculture and Natural Resource Management by : G. P. Obi Reddy

Download or read book Data Science in Agriculture and Natural Resource Management written by G. P. Obi Reddy and published by Springer Nature. This book was released on 2021-10-11 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to address emerging challenges in the field of agriculture and natural resource management using the principles and applications of data science (DS). The book is organized in three sections, and it has fourteen chapters dealing with specialized areas. The chapters are written by experts sharing their experiences very lucidly through case studies, suitable illustrations and tables. The contents have been designed to fulfil the needs of geospatial, data science, agricultural, natural resources and environmental sciences of traditional universities, agricultural universities, technological universities, research institutes and academic colleges worldwide. It will help the planners, policymakers and extension scientists in planning and sustainable management of agriculture and natural resources. The authors believe that with its uniqueness the book is one of the important efforts in the contemporary cyber-physical systems.

Natural Resource Management Reimagined

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Publisher : Cambridge University Press
ISBN 13 : 1108750044
Total Pages : 463 pages
Book Rating : 4.1/5 (87 download)

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Book Synopsis Natural Resource Management Reimagined by : Robert G. Woodmansee

Download or read book Natural Resource Management Reimagined written by Robert G. Woodmansee and published by Cambridge University Press. This book was released on 2021-03-11 with total page 463 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Systems Ecology Paradigm (SEP) incorporates humans as integral parts of ecosystems and emphasizes issues that have significant societal relevance such as grazing land, forestland, and agricultural ecosystem management, biodiversity and global change impacts. Accomplishing this societally relevant research requires cutting-edge basic and applied research. This book focuses on environmental and natural resource challenges confronting local to global societies for which the SEP methodology must be utilized for resolution. Key elements of SEP are a holistic perspective of ecological/social systems, systems thinking, and the ecosystem approach applied to real world, complex environmental and natural resource problems. The SEP and ecosystem approaches force scientific emphasis to be placed on collaborations with social scientists and behavioral, learning, and marketing professionals. The SEP has given environmental scientists, decision makers, citizen stakeholders, and land and water managers a powerful set of tools to analyse, integrate knowledge, and propose adoption of solutions to important local to global problems.

Tree Kangaroos

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Author :
Publisher : Academic Press
ISBN 13 : 0128146761
Total Pages : 496 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Tree Kangaroos by :

Download or read book Tree Kangaroos written by and published by Academic Press. This book was released on 2020-11-26 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tree Kangaroos: Science and Conservation, a volume in the Biodiversity of the World: Conservation from Genes to Landscapes series, provides an overview of tree kangaroo species and their relationship with humans. This exciting, interdisciplinary work on tree kangaroo science and conservation is divided into six major sections: (1) tree kangaroo evolution, genetics, taxonomy, ecology, behavior, and conservation status; (2) current and emerging threats to the species; (3) conservation programs in Australia and New Guinea with an emphasis on the human aspect of conservation; (4) the role of zoos in conservation solutions; (5) techniques and technologies to study this elusive marsupial; and (6) what is needed to keep tree kangaroos and their landscapes healthy in the future. The series on Biodiversity of the World: Conservation from Genes to Landscapes includes titles focused on specific species or taxa across disciplinary boundaries and spatial scales—from genes to landscapes. Volumes are edited and written by prominent scholars and practitioners to illuminate and advance biodiversity science and conservation. Includes coverage of all known tree kangaroo species Features contributions edited and written by the world’s leading researchers and practitioners focusing on these scientifically mysterious marsupials Provides accessible scientific and general information to a wide audience including students, academics, researchers, conservation professionals, policy makers, business leaders, zoo professionals, health professionals, and people interested in community-based conservation Presents the current knowledge of tree kangaroos, helping to lay the foundations and best practices for future conservation and research in Australia and New Guinea

Natural Resource Monitoring, Planning and Management Based on Advanced Programming

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Author :
Publisher : Springer
ISBN 13 : 9789819728787
Total Pages : 0 pages
Book Rating : 4.7/5 (287 download)

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Book Synopsis Natural Resource Monitoring, Planning and Management Based on Advanced Programming by : Arun Pratap Mishra

Download or read book Natural Resource Monitoring, Planning and Management Based on Advanced Programming written by Arun Pratap Mishra and published by Springer. This book was released on 2024-09-26 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on cloud-based platforms, advanced programming, machine learning models and programming approaches to assess water and other natural resources, flood impact, land use land cover (LULC), global forest change, global forest canopy height and pantropical nation-level carbon stock, among other areas. Sustainable management of natural resources is urgently needed, given the immense anthropogenic pressure on the environment and the accelerated change in climatic conditions of the earth; therefore, the ability to monitor natural resources precisely and accurately is increasingly important. To meet this demand, new and advanced remote sensing tools and techniques are continually being developed to monitor and manage natural resources effectively. Remote sensing platforms use various sensors to record, measure and monitor even minor variations in the earth's surface features as well as atmospheric constituents. This book shows how environmental and ecological knowledge and satellite-based information can be effectively combined to address a wide array of current natural resource management needs. Each chapter covers the different aspects of a remote sensing approach to effectively monitor natural resources and provide a platform for decision making and policy. The book is a valuable resource for researchers, scientists, NGOs and academicians working on climate change, environmental sciences, agriculture engineering, remote sensing and GIS, natural resources management, hydrology, soil sciences, agricultural microbiology, plant pathology and agronomy.

Artificial Intelligence and Conservation

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Publisher : Cambridge University Press
ISBN 13 : 1108672922
Total Pages : 247 pages
Book Rating : 4.1/5 (86 download)

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Book Synopsis Artificial Intelligence and Conservation by : Fei Fang

Download or read book Artificial Intelligence and Conservation written by Fei Fang and published by Cambridge University Press. This book was released on 2019-03-28 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the increasing public interest in artificial intelligence (AI), there is also increasing interest in learning about the benefits that AI can deliver to society. This book focuses on research advances in AI that benefit the conservation of wildlife, forests, coral reefs, rivers, and other natural resources. It presents how the joint efforts of researchers in computer science, ecology, economics, and psychology help address the goals of the United Nations' 2030 Agenda for Sustainable Development. Written at a level accessible to conservation professionals and AI researchers, the book offers both an overview of the field and an in-depth view of how AI is being used to understand patterns in wildlife poaching and enhance patrol efforts in response, covering research advances, field tests and real-world deployments. The book also features efforts in other major conservation directions, including protecting natural resources, ecosystem monitoring, and bio-invasion management through the use of game theory, machine learning, and optimization.

Digital Transformation for Sustainability

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Publisher : Springer Nature
ISBN 13 : 3031154207
Total Pages : 599 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Digital Transformation for Sustainability by : Jorge Marx Gómez

Download or read book Digital Transformation for Sustainability written by Jorge Marx Gómez and published by Springer Nature. This book was released on 2022-12-01 with total page 599 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents case studies to analyse the relationship between sustainability – environmental, social, institutional and economic – and digital innovation. The respective contributions offer a contextualisation of the main present and future trends concerning these two elements, and present analyses from economic, technical, managerial, and social perspectives alike. The individual sections of the book focus on interactions between sustainability and digital innovation in existing organisations and highlight the new opportunities, challenges and threats that may emerge as a result. The contributions are mainly based on case studies and research conducted in Europe and Africa, with a few focusing on Southeast Asia and Central America, and were prepared by experts in the fields of Information Systems, Computer Science, Social Development, and Economics.

Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives

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Author :
Publisher : Springer Nature
ISBN 13 : 3030362752
Total Pages : 890 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives by : Ganga Ram Regmi

Download or read book Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives written by Ganga Ram Regmi and published by Springer Nature. This book was released on 2020-05-04 with total page 890 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the myriad components of the Hindu Kush-Himalaya (HKH) region. The contributors elaborate on challenges, failures, and successes in efforts to conserve the HKH, its indigenous plants and animals, and the watershed that runs from the very roof of the planet via world-rivers to marine estuaries, supporting a human population of some two billion people. Readers will learn how the landforms, animal species and humans of this globally fascinating region are connected, and understand why runoff from snow and ice in the world’s tallest mountains is vital to inhabitants far downstream. The book comprises forty-five chapters organized in five parts. The first section, Landscapes, introduces the mountainous watersheds of the HKH, its weather systems, forests, and the 18 major rivers whose headwaters are here. The second part explores concepts, cultures, and religions, including ethnobiology and indigenous regimes, two thousand years of religious tradition, and the history of scientific and research expeditions. Part Three discusses policy, wildlife conservation management, habitat and biodiversity data, as well as the interaction of animals and humans. The fourth part examines the consequences of development and globalization, from hydrodams, to roads and railroads, to poaching and illegal wildlife trade. This section includes studies of animal species including river dolphins, woodpeckers and hornbills, langurs, snow leopards and more. The concluding section offers perspectives and templates for conservation, sustainability and stability in the HKH, including citizen-science projects and a future challenged by climate change, growing human population, and global conservation decay. A large assemblage of field and landscape photos, combined with eye-witness accounts, presents a 50-year local and wider perspective on the HKH. Also included are advanced digital topics: data sharing, open access, metadata, web portal databases, geographic information systems (GIS) software and machine learning, and data mining concepts all relevant to a modern scientific understanding and sustainable management of the Hindu Kush-Himalaya region. This work is written for scholars, landscape ecologists, naturalists and researchers alike, and it can be especially well-suited for those readers who want to learn in a more holistic fashion about the latest conservation issues.

Machine Learning Methods in the Environmental Sciences

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Publisher : Cambridge University Press
ISBN 13 : 0521791928
Total Pages : 364 pages
Book Rating : 4.5/5 (217 download)

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Book Synopsis Machine Learning Methods in the Environmental Sciences by : William W. Hsieh

Download or read book Machine Learning Methods in the Environmental Sciences written by William W. Hsieh and published by Cambridge University Press. This book was released on 2009-07-30 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: A graduate textbook that provides a unified treatment of machine learning methods and their applications in the environmental sciences.

Handbook of HydroInformatics

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Publisher : Elsevier
ISBN 13 : 012821970X
Total Pages : 484 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Handbook of HydroInformatics by : Saeid Eslamian

Download or read book Handbook of HydroInformatics written by Saeid Eslamian and published by Elsevier. This book was released on 2022-11-30 with total page 484 pages. Available in PDF, EPUB and Kindle. Book excerpt: Classic Soft-Computing Techniques is the first volume of the three, in the Handbook of HydroInformatics series.? Through this comprehensive, 34-chapters work, the contributors explore the difference between traditional computing, also known as hard computing, and soft computing, which is based on the importance given to issues like precision, certainty and rigor. The chapters go on to define fundamentally classic soft-computing techniques such as Artificial Neural Network, Fuzzy Logic, Genetic Algorithm, Supporting Vector Machine, Ant-Colony Based Simulation, Bat Algorithm, Decision Tree Algorithm, Firefly Algorithm, Fish Habitat Analysis, Game Theory, Hybrid Cuckoo–Harmony Search Algorithm, Honey-Bee Mating Optimization, Imperialist Competitive Algorithm, Relevance Vector Machine, etc.?It is a fully comprehensive handbook providing all the information needed around classic soft-computing techniques. This volume is a true interdisciplinary work, and the audience includes postgraduates and early career researchers interested in Computer Science, Mathematical Science, Applied Science, Earth and Geoscience, Geography, Civil Engineering, Engineering, Water Science, Atmospheric Science, Social Science, Environment Science, Natural Resources, and Chemical Engineering. Key insights from global contributors in the fields of data management research, climate change and resilience, insufficient data problem, etc. Offers applied examples and case studies in each chapter, providing the reader with real world scenarios for comparison. Introduces classic soft-computing techniques, necessary for a range of disciplines.

Globalization and Papua New Guinea: Ancient Wilderness, Paradise, Introduced Terror and Hell

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Author :
Publisher : Springer Nature
ISBN 13 : 3031202627
Total Pages : 705 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Globalization and Papua New Guinea: Ancient Wilderness, Paradise, Introduced Terror and Hell by : Falk Huettmann

Download or read book Globalization and Papua New Guinea: Ancient Wilderness, Paradise, Introduced Terror and Hell written by Falk Huettmann and published by Springer Nature. This book was released on 2023-04-26 with total page 705 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to present a reality view for Papua New Guinea based on many years of first-hand field work and research accounts. It further assesses sustainability in the light of 47,000 years of a self-sustained type of civilization without bad global impacts. This book contrasts the modern sustainable development failures from the colonial times onwards, as promoted by the ‘western world’, namely Australia, the UK, EU and the U.S as well as Japan and now, China, in times of globalization, Trump’ism and royal governance (Papua New Guinea is still part of the British Dominion and of the Antarctic Treaty etc). This assessment and book is the first of its kind also employing modern data analysis, Landscape Ecology principles (patterns and processes, telecoupling) and Geographic Information Systems (GIS) with Open Access data focusing on ecological economics, marxism, socialism and contrasting it with current capitalism and neoliberalism that Papua New Guinea is fully exposed to. Throughout the 31 book chapters various aspects are covered how a further insistence on the ‘new’ Sustainable Development Goals (SDGs) and so-called Development Aid will result in unwanted side effects and perverse outcomes for Papua New Guinea and for the world in times of wider ‘global change’ and unprecedented man-made crisis.

Building Knowledge-based Systems for Natural Resource Management

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Author :
Publisher : Springer Science & Business Media
ISBN 13 :
Total Pages : 416 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Building Knowledge-based Systems for Natural Resource Management by : Daniel L. Schmoldt

Download or read book Building Knowledge-based Systems for Natural Resource Management written by Daniel L. Schmoldt and published by Springer Science & Business Media. This book was released on 1996 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first book to provide a detailed process for planning, designing, implementing, and testing knowledge-based systems for natural resource management. It presents material on all these major aspects of building a deliverable system. Equipped with these techniques, managers and scientists will improve their ability to solve complex resource problems that are multidisciplinary in scope and for which mathematical approaches prove insufficient. Fully describing the various components of these systems, this important work includes discussions on system design, knowledge acquisition, prototyping, knowledge verification and validation, implementation, and system delivery. To further illuminate the material presented, it contains a tutorial on the knowledge-based programming environment PROLOG as well as many examples of expert system development, including one for forest management. Building Knowledge-Based Systems for Natural Resource Management demonstrates how knowledge can be effectively organized and administered, enabling natural resource professionals to respond intelligently to natural resource problems. This book also provides researchers and students with an essential resource for understanding this useful technology.

Sustainable Governance of Natural Resources

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Author :
Publisher : Oxford University Press
ISBN 13 : 0197502237
Total Pages : 272 pages
Book Rating : 4.1/5 (975 download)

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Book Synopsis Sustainable Governance of Natural Resources by : Ulrich Frey

Download or read book Sustainable Governance of Natural Resources written by Ulrich Frey and published by Oxford University Press. This book was released on 2020-09-10 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: What can be done to ensure natural resources aren't exploited? Is it possible to determine how to sustainably manage them? What makes some systems successful? In Sustainable Governance of Natural Resources, Ulrich Frey delves deep into unanswered questions like these about resource management. The book explains the current state of biological cooperation mechanisms, case studies in the field, findings from economic-behavioral experiments, common-pool resource dilemmas, and how these are all relevant to these questions surrounding the best way to sustainably manage natural resources. There are many case studies within the field of social-ecological systems, but there are few large-N studies conducted in a methodologically rigorous manner. Frey does just this and takes readers step-by-step through the preparation of datasets like the CPR, NIIS, and IFRI. He also grounds his research through the development of an indicator system which operationalizes 24 individually-synthesized success factors that influence the management of natural resources. The book reveals the practical and operational uses of measuring ecological success in this way, showcasing various statistical and machine learning methods to develop highly predictive, robust, and empirically-sound models. Three different methods, multivariate linear regressions, random forests, and artificial neural networks are compared to achieve robust results. The book sheds new light on factors that have previously been investigated, allowing readers to build off of Frey's system and use his methods to determine whether or not their way of managing natural resources will yield ecological success in practice.

Conservation Technology

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Publisher : Oxford University Press
ISBN 13 : 0198850247
Total Pages : 316 pages
Book Rating : 4.1/5 (988 download)

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Book Synopsis Conservation Technology by : Serge A. Wich

Download or read book Conservation Technology written by Serge A. Wich and published by Oxford University Press. This book was released on 2021 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The global loss of biodiversity is occurring at an unprecedented pace. Despite the considerable effort devoted to conservation science and management, we still lack the basic data on the distribution and density of most animal and plant species, which in turn hampers our efforts to study changes over time. In addition, we often lack behavioural data from the very animals most influenced by environmental changes; this is largely due to the financial and logistical limitations associated with gathering scientific data on animals that are either widely distributed, cryptic, or negatively influenced by human presence. To overcome these limitations, conservationists are increasingly integrating/employing/incorporating technology to facilitate such data collection. The use of camera traps, acoustic sensors, satellite data, drones, and sophisticated computer algorithms to analyse the large datasets collected are becoming increasingly common. Although there are several specialist books on some of these technologies, there is currently no overarching volume that describes the available technology for conservation and evaluates its varied applications. This edited volume will fill this void, bringing together a team of international experts using a diverse range of approaches"--

Plant-Animal Interactions

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Author :
Publisher : Springer Nature
ISBN 13 : 3030668770
Total Pages : 357 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Plant-Animal Interactions by : Kleber Del-Claro

Download or read book Plant-Animal Interactions written by Kleber Del-Claro and published by Springer Nature. This book was released on 2021-06-04 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides the first overview of plant-animal interactions for twenty years focused on the needs of students and professors. It discusses a range of topics from the basic structures of plant-animal interactions to their evolutionary implications in producing and maintaining biodiversity. It also highlights innovative aspects of plant-animal interactions that can represent highly productive research avenues, making it a valuable resource for anyone interested in a future career in ecology. Written by leading experts, and employing a variety of didactic tools, the book is useful for students and teachers involved in advanced undergraduate and graduate courses addressing areas such as herbivory, trophic relationships, plant defense, pollination and biodiversity.