Analysis of interpolation algorithms for the missing values in IoT time series: a case of air quality in Taiwan-Reference-Cited by-同舟云学术

Analysis of interpolation algorithms for the missing values in IoT time series: a case of air quality in Taiwan

Published:2019-09-11 Issue:8 Volume:76 Page:6475-6500
ISSN:0920-8542
Container-title:The Journal of Supercomputing
language:en
Short-container-title:J Supercomput

Author:

Yen Neil Y.,Chang Jia-Wei^ORCID,Liao Jia-Yi,Yong You-Ming

Funder

Ministry of Science and Technology, Taiwan

Publisher

Springer Science and Business Media LLC

Subject

Hardware and Architecture,Information Systems,Theoretical Computer Science,Software

Link

http://link.springer.com/content/pdf/10.1007/s11227-019-02991-7.pdf

Reference39 articles.

1. Rubin DB (1976) Inference and missing data. Biometrika 63(3):581–592

2. Soh PW, Chang JW, Huang JW (2018) Adaptive deep learning-based air quality prediction model using the most relevant spatial-temporal relations. IEEE Access 6:38186–38199

3. Taqm.epa.gov.tw. (2019) Environmental Protection Administration, Executive Yuan—Air quality monitoring. https://taqm.epa.gov.tw/taqm/tw/default.aspx?fbclid=IwAR2bR0r0Gm12Je4GmLjMIopTKZLP49Svo8q49c4PxP3ftHjFBqkYJ-0TU_o . Accessed 20 Aug 2019

4. Yadav ML, Roychoudhury B (2018) Handling missing values: a study of popular imputation packages in R. Knowl Based Syst 160:104–118

5. Allison PD, Horizons S (2012) Handling missing data by maximum likelihood. In: SAS Global Forum, pp 1–21

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