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Data Estimation and Prediction for Natural Resources Public Data

Data Estimation and Prediction for Natural Resources Public Data PDF Author: Hans T. Schreuder
Publisher:
ISBN:
Category : Forest surveys
Languages : en
Pages : 6

Book Description
A key product of both Forest Inventory and Analysis (FIA) of the USDA Forest Service and the Natural Resources Inventory (NRI) of the Natural Resources Conservation Service is a scientific data base that should be defensible in court. Multiple imputation procedures (MIPs) have been proposed both for missing value estimation and prediction of non-remeasured cells in annualized forest inventories such as the Southern Annual Forest Inventory System (SAFIS). MIPs generate clean-looking data bases that are easily used but hide a serious weakness: under different assumptions made by reasonable people, very different data bases and conclusions can be generated. A MIP is an interesting idea for prediction but should only be used for analyses by users, not for filling in data in a public data base. Simple illustrations are given to make our points. To maintain a defensible data base, FIA and NRI should only provide algorithms to facilitate user-generated data for prediction of non-remeasured cells. Users, not FIA and NRI, should be responsible for generating data bases that utilize these algorithms or other algorithms of their choosing, incorporating assumptions that they are willing to make. But they should be encouraged to work with FIA and NRI personnel in utilizing such algorithms.

Data Estimation and Prediction for Natural Resources Public Data

Data Estimation and Prediction for Natural Resources Public Data PDF Author: Hans T. Schreuder
Publisher:
ISBN:
Category : Forest surveys
Languages : en
Pages : 6

Book Description
A key product of both Forest Inventory and Analysis (FIA) of the USDA Forest Service and the Natural Resources Inventory (NRI) of the Natural Resources Conservation Service is a scientific data base that should be defensible in court. Multiple imputation procedures (MIPs) have been proposed both for missing value estimation and prediction of non-remeasured cells in annualized forest inventories such as the Southern Annual Forest Inventory System (SAFIS). MIPs generate clean-looking data bases that are easily used but hide a serious weakness: under different assumptions made by reasonable people, very different data bases and conclusions can be generated. A MIP is an interesting idea for prediction but should only be used for analyses by users, not for filling in data in a public data base. Simple illustrations are given to make our points. To maintain a defensible data base, FIA and NRI should only provide algorithms to facilitate user-generated data for prediction of non-remeasured cells. Users, not FIA and NRI, should be responsible for generating data bases that utilize these algorithms or other algorithms of their choosing, incorporating assumptions that they are willing to make. But they should be encouraged to work with FIA and NRI personnel in utilizing such algorithms.

Research Note RMRS

Research Note RMRS PDF Author:
Publisher:
ISBN:
Category : Forests and forestry
Languages : en
Pages : 38

Book Description


New Publications

New Publications PDF Author:
Publisher:
ISBN:
Category : Forests and forestry
Languages : en
Pages : 138

Book Description


Annual Design-based Estimation for the Annualized Inventories of Forest Inventory and Analysis

Annual Design-based Estimation for the Annualized Inventories of Forest Inventory and Analysis PDF Author: Hans T. Schreuder
Publisher:
ISBN:
Category : Forest surveys
Languages : en
Pages : 8

Book Description


Integrated Tools for Natural Resources Inventories in the 21st Century

Integrated Tools for Natural Resources Inventories in the 21st Century PDF Author: Mark H. Hansen
Publisher:
ISBN:
Category : Forest surveys
Languages : en
Pages : 760

Book Description


Monthly Catalog of United States Government Publications

Monthly Catalog of United States Government Publications PDF Author:
Publisher:
ISBN:
Category : Government publications
Languages : en
Pages : 752

Book Description


General Technical Report RMRS

General Technical Report RMRS PDF Author:
Publisher:
ISBN:
Category : Forests and forestry
Languages : en
Pages : 470

Book Description


Designing Multipurpose Resource Inventories Course

Designing Multipurpose Resource Inventories Course PDF Author:
Publisher: Bib. Orton IICA / CATIE
ISBN:
Category :
Languages : en
Pages : 646

Book Description


General Technical Report NC.

General Technical Report NC. PDF Author:
Publisher:
ISBN:
Category : Forests and forestry
Languages : en
Pages : 764

Book Description


Proceedings of the Section on Statistics and the Environment

Proceedings of the Section on Statistics and the Environment PDF Author: American Statistical Association. Section on Statistics and the Environment
Publisher:
ISBN:
Category : Environmental policy
Languages : en
Pages : 772

Book Description