Prediction and inference in uncertain times and places

Coordinates of locations are sometimes jittered in publicly available geostatistical datasets for privacy reasons such as data protection. This paper aims to analyse the effect of jittering on the actual measurements recorded at each location by using a few spatial interpolation methods on simulated...

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Main Author:	Chia, Darryl Shen Yang
Other Authors:	Michele Nguyen
Format:	Final Year Project
Language:	English
Published:	Nanyang Technological University 2024
Subjects:	Computer and Information Science
Online Access:	https://hdl.handle.net/10356/175095
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Institution:	Nanyang Technological University
Language:	English

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spelling	sg-ntu-dr.10356-1750952024-04-19T15:46:15Z Prediction and inference in uncertain times and places Chia, Darryl Shen Yang Michele Nguyen School of Computer Science and Engineering michele.nguyen@ntu.edu.sg Computer and Information Science Coordinates of locations are sometimes jittered in publicly available geostatistical datasets for privacy reasons such as data protection. This paper aims to analyse the effect of jittering on the actual measurements recorded at each location by using a few spatial interpolation methods on simulated data and actual data. The differences in measurements collected for both when the data has been jittered and not jittered are analysed. Factors explaining the differences include the distribution of data and the spatial interpolation method used. Bachelor's degree 2024-04-19T05:30:30Z 2024-04-19T05:30:30Z 2024 Final Year Project (FYP) Chia, D. S. Y. (2024). Prediction and inference in uncertain times and places. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175095 https://hdl.handle.net/10356/175095 en SCSE FYP 0192 application/pdf Nanyang Technological University
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
language	English
topic	Computer and Information Science
spellingShingle	Computer and Information Science Chia, Darryl Shen Yang Prediction and inference in uncertain times and places
description	Coordinates of locations are sometimes jittered in publicly available geostatistical datasets for privacy reasons such as data protection. This paper aims to analyse the effect of jittering on the actual measurements recorded at each location by using a few spatial interpolation methods on simulated data and actual data. The differences in measurements collected for both when the data has been jittered and not jittered are analysed. Factors explaining the differences include the distribution of data and the spatial interpolation method used.
author2	Michele Nguyen
author_facet	Michele Nguyen Chia, Darryl Shen Yang
format	Final Year Project
author	Chia, Darryl Shen Yang
author_sort	Chia, Darryl Shen Yang
title	Prediction and inference in uncertain times and places
title_short	Prediction and inference in uncertain times and places
title_full	Prediction and inference in uncertain times and places
title_fullStr	Prediction and inference in uncertain times and places
title_full_unstemmed	Prediction and inference in uncertain times and places
title_sort	prediction and inference in uncertain times and places
publisher	Nanyang Technological University
publishDate	2024
url	https://hdl.handle.net/10356/175095
_version_	1800916299799330816

Prediction and inference in uncertain times and places

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