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Sustainable governance of natural resources : uncovering success patterns with machine learning / [electronic resource]
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| 자료유형 | E-Book |
|---|---|
| 개인저자 | Frey, Ulrich J., 1975-, author. |
| 서명/저자사항 | Sustainable governance of natural resources :uncovering success patterns with machine learning /Ulrich Frey.[electronic resource] |
| 발행사항 | New York, NY : Oxford University Press, [2020] |
| 형태사항 | 1 online resource |
| 소장본 주기 | Master record variable field(s) change: 050 |
| ISBN | 9780197502228 0197502229 9780197502235 0197502237 |
| 서지주기 | Includes bibliographical references and index. |
| 내용주기 | Introduction -- 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"-- |
| 일반주제명 | Sustainable development. Natural resources -- Management. Natural resources -- Management. Sustainable development. |
| 언어 | 영어 |
| 기타형태 저록 | Print version:97801975022110197502210 |
| 대출바로가기 | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2576110 |
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| No. | 등록번호 | 청구기호 | 소장처 | 도서상태 | 반납예정일 | 예약 | 서비스 | 매체정보 |
|---|---|---|---|---|---|---|---|---|
| 1 | WE00020391 | 333.70285/631 | 가야대학교/전자책서버(컴퓨터서버)/ | 대출가능 |
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