ESTIMATION OF MISSING
VALUES IN AIR POLLUTION
DATASET BY USING
VARIOUS IMPUTATION
METHODS
by Suwardi AnnasSubmission date: 23-Dec-2020 07:45AM (UTC-0500)
Submission ID: 1480852166
File name: 1.c.1.d._IJCS-19-71_Sukatis.docx (483.29K)
Word count: 6467
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%ESTIMATION OF MISSING VALUES IN AIR POLLUTION DATASET BY USING VARIOUS IMPUTATION METHODS ORIGINALITY REPORT
PRIMARY SOURCES
zh.scientific.net
Internet Source
Siti Zawiyah Azmi. "Trend and status of air quality at three different monitoring stations in the Klang Valley, Malaysia", Air Quality
Atmosphere & Health, 10/28/2009
Publication
Noor, Norazian Mohamed, Mohd Mustafa Al Bakri Abdullah, Ahmad Shukri Yahaya, and Nor Azam Ramli. "Comparison of Linear Interpolation Method and Mean Method to Replace the Missing Values in Environmental Data Set", Materials Science Forum, 2014.
Publication
support.sas.com
Internet Source
Heikki Junninen, Harri Niska, Kari
Tuppurainen, Juhani Ruuskanen, Mikko Kolehmainen. "Methods for imputation of missing values in air quality data sets", Atmospheric Environment, 2004
6
1
% 71
% 8<
1
% 9<
1
% 10<
1
% 11<
1
% 12<
1
% Publication www.e3s-conferences.org Internet Source siba-ese.unile.it Internet SourceN L Rahim, N M Ibrahim, S Salehuddin, S A Mohammed, M Z Othman. "Investigation of bamboo as concrete reinforcement in the construction for low-cost housing industry", IOP Conference Series: Earth and
Environmental Science, 2020
Publication
d-scholarship.pitt.edu
Internet Source
M.P. Gómez-Carracedo, J.M. Andrade, P. López-Mahía, S. Muniategui, D. Prada. "A practical comparison of single and multiple imputation methods to handle complex missing data in air quality datasets",
Chemometrics and Intelligent Laboratory Systems, 2014
Publication
"Advances in Information and
Communication", Springer Science and Business Media LLC, 2020
Publication
es.mashpedia.com
13
<
1
% 14<
1
% 15<
1
% 16<
1
% 17<
1
% 18<
1
% 19<
1
% doczz.net Internet Source www.ats.ucla.edu Internet SourcePengfei Luo, Min Zhang, Yile Liu, Dahai Han, Qing Li. "A moving average filter based
method of performance improvement for ultraviolet communication system", 2012 8th International Symposium on Communication Systems, Networks & Digital Signal
Processing (CSNDSP), 2012
Publication
Junger, W.L., and A. Ponce de Leon.
"Imputation of missing data in time series for air pollutants", Atmospheric Environment, 2015.
Publication
Mario Pena, Patricia Ortega, Marcos Orellana. "A novel imputation method for missing values in air pollutant time series data", 2019 IEEE Latin American Conference on Computational Intelligence (LA-CCI), 2019 Publication www.scribd.com Internet Source www.control.isy.liu.se Internet Source
20
<
1
% 21<
1
% 22<
1
% 23<
1
% 24<
1
%Yahaya, Ahmet Mustafa Erer, Balázs Illés, Ahmad Azmin Mohamad. "Effect of TiO2 nanoparticles on the horizontal hardness properties of Sn-3.0Ag-0.5Cu-1.0TiO2
composite solder", Ceramics International, 2019
Publication
Bernard-Simon Leclerc, Sabrina Lessard, Coralie Bechennec, Emma Le Gal, Sylvie Benoit, Lyne Bellerose. "Attitudes Toward Death, Dying, End-of-Life Palliative Care, and Interdisciplinary Practice in Long Term Care Workers", Journal of the American Medical Directors Association, 2014
Publication
www.ipcbee.com
Internet Source
Ahmad Zia Ul-Saufie, Dhiya Al-Jumeily, Abir Hussain, Muqhlisah Muhamad, Jamila
Musafina, Fawaz Ghali, Thar Baker. "Novel Approach to Predict Ground-Level Ozone Concentration Using S-estimation and MM-Estimimation", 2020 International Joint
Conference on Neural Networks (IJCNN), 2020
Publication
Doreena Dominick, Hafizan Juahir, Mohd Talib Latif, Sharifuddin M. Zain, Ahmad Zaharin Aris. "Spatial assessment of air
25
<
1
% 26<
1
% 27<
1
% 28<
1
% 29<
1
% 30<
1
%quality patterns in Malaysia using multivariate analysis", Atmospheric Environment, 2012
Publication
preview-environmentalsystemsresearch.springeropen.com
Internet Source
Y Susianto, K A Notodiputro, A Kurnia, H Wijayanto. "A Comparative Study of
Imputation Methods for Estimation of Missing Values of Per Capita Expenditure in Central Java", IOP Conference Series: Earth and Environmental Science, 2017
Publication
iahr.tandfonline.com
Internet Source
N, Norazian Mohamed, M.M.A. Abdullah,
Cheng-yau Tan, N.A. Ramli, A.S. Yahaya, and N.F.M.Y. Fitri. "Modelling of PM10
concentration for industrialized area in Malaysia: A case study in Shah Alam", Physics Procedia, 2011.
Publication
"Advances in Communication and
Computational Technology", Springer Science and Business Media LLC, 2021
Publication
www.statisticshowto.com
31
<
1
% 32<
1
% 33<
1
% 34<
1
% 35<
1
% 36<
1
% 37<
1
% hqlo.biomedcentral.com Internet SourceAmiri, Mehran, and Richard Jensen. "Missing data imputation using fuzzy-rough methods", Neurocomputing, 2016.
Publication
lup.lub.lu.se
Internet Source
Lindsay Miller, Xiaohong Xu, Amanda
Wheeler, Tianchu Zhang, Mariam Hamadani, Unam Ejaz. "Evaluation of missing value
methods for predicting ambient BTEX
concentrations in two neighbouring cities in Southwestern Ontario Canada", Atmospheric Environment, 2018
Publication
Hossein Shahbazi, Sajjad Karimi, Vahid Hosseini, Daniel Yazgi, Sara Torbatian. "A novel regression imputation framework for Tehran air pollution monitoring network using outputs from WRF and CAMx models",
Atmospheric Environment, 2018
Publication
ueaeprints.uea.ac.uk
Internet Source
Riitta Mikkola, Mari Salminen-Tuomaala, Eija Paavilainen, Päivi Leikkola. "Out-of-hospital emergency care providers’ work and clinical
38
<
1
% 39<
1
% 40<
1
% 41<
1
% 42<
1
% 43<
1
% 44<
1
% 45<
1
%skills in Finland: A follow-up study", Clinical Nursing Studies, 2017
Publication
link.springer.com
Internet Source
Plaia, A.. "Single imputation method of
missing values in environmental pollution data sets", Atmospheric Environment, 200612
Publication
discovery.ucl.ac.uk
Internet Source
d3bxy9euw4e147.cloudfront.net
Internet Source
"Data Analysis and Classification", Springer Science and Business Media LLC, 2010
Publication
www.ijiert.org
Internet Source
Mohd Said Syukri Morsid, Syeril Azira
Jamaluddin, Nur Azmina Hood, Norshahida Shaadan, Yap Bee Wah, Muthukkaruppan Annamalai. "Haze alarm visual map
(HazeViz): an intelligent haze forecaster", Bulletin of Electrical Engineering and
Informatics, 2019
Publication
www.e-sciencecentral.org
46
<
1
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<
1
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<
1
%Exclude quotes Off
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Exclude matches Off
"Regional Conference on Science,
Technology and Social Sciences (RCSTSS 2016)", Springer Science and Business Media LLC, 2018
Publication
W. M. L. K. N. Wijesekara, Liwan Liyanage. "Chapter 20 Comparison of Imputation
Methods for Missing Values in Air Pollution Data: Case Study on Sydney Air Quality
Index", Springer Science and Business Media LLC, 2020
Publication
Mehmet S. Aktaş, Sinan Kaplan, Hasan Abacı, Oya Kalipsiz, Utku Ketenci, Umut O. Turgut. "chapter 11 Data Imputation Methods for Missing Values in the Context of
Clustering", IGI Global, 2019
FINAL GRADE
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ESTIMATION OF MISSING VALUES IN AIR POLLUTION DATASET BY USING VARIOUS IMPUTATION METHODS
GRADEMARK REPORT GENERAL COMMENTS Instructor PAGE 1 PAGE 2 PAGE 3 PAGE 4 PAGE 5 PAGE 6 PAGE 7 PAGE 8 PAGE 9 PAGE 10 PAGE 11 PAGE 12 PAGE 13 PAGE 14