A kriging based practical approach for areal interpolation
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- Murakami Daisuke
- University of Tsukuba
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- Tsutsumi Morito
- University of Tsukuba
Bibliographic Information
- Other Title
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- Krigingを用いた実用的な面補間法
- Krigingを用いた実用的な面補開法
- Kriging オ モチイタ ジツヨウテキ ナ メンホカイホウ
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Abstract
<p>Spatial unit convergence, called areal interpolation, is often applied to address this problem. Of the many areal interpolation methods that have been proposed, a few consider spatial autocorrelation which is the general property of spatial data. Here, a new areal interpolation method that considers spatial autocorrelation is constructed by combining linear regression based areal interpolation method and kriging: a spatial statistical method. The proposed method, whose implementation and extension is easy, is practical among spatial statistics based areal interpolation methods. Then, a case study showed that the suggested method succeeds in improving the predictive accuracy and indicated that considering spatial autocorrelation is important for accurate areal interpolation.</p>
Journal
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- Theory and Applications of GIS
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Theory and Applications of GIS 19 (2), 115-125, 2011-12-31
Geographic Information Systems Association
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Keywords
Details 詳細情報について
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- CRID
- 1390282763102168576
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- NII Article ID
- 10030185093
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- NII Book ID
- AN10457305
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- ISSN
- 21855633
- 13405381
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- NDL BIB ID
- 025625170
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- Text Lang
- ja
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- Data Source
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- JaLC
- NDL
- Crossref
- CiNii Articles
- KAKEN
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- Abstract License Flag
- Disallowed