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Sustainable governance of natural resources : uncovering success patterns with machine learning / [electronic resource]

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자료유형E-Book
개인저자Frey, Ulrich J., 1975-, author.
서명/저자사항Sustainable governance of natural resources :uncovering success patterns with machine learning /Ulrich Frey.[electronic resource]
발행사항New York, NY : Oxford University Press, [2020]
형태사항1 online resource
소장본 주기Master record variable field(s) change: 050
ISBN9780197502228
0197502229
9780197502235
0197502237


서지주기Includes bibliographical references and index.
내용주기Introduction -- State of research -- Data -- Methods -- Results and discussion -- Discussion and conclusion -- Appendix.
요약"In "Sustainable Governance of Natural Resources," Ulrich Frey delves deep into unanswered questions 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 very 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 and allows 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"--
일반주제명Sustainable development.
Natural resources -- Management.
Natural resources -- Management.
Sustainable development.
언어영어
기타형태 저록Print version:97801975022110197502210
대출바로가기https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2576110

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