Comparisons of imputation methods on different types of survey research data: A continuous variable

QR Code

Comparisons of imputation methods on different types of survey research data: A continuous variable

Missing data problems are commonly unavoidable and affect the outcome of many studies. The insufficiency of data resulted in inaccurate results and predictions in many statistical analyses. In survey studies, datasets with missing values require some imputation method to continue with reliable stati...

Full description

Bibliographic Details
Published in:	AIP Conference Proceedings
Main Author:	Rahman H.A.A.; Hidayat T.; Rahman A.A.; Razif A.M.
Format:	Conference paper
Language:	English
Published:	American Institute of Physics 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85203152282&doi=10.1063%2f5.0225435&partnerID=40&md5=c3a339b3e483de40ed29a1a0aa79b6f9

Similar Items

Preliminary study on multiple imputation for nonresponse in survey data with feature selection
by: Jasin A.M.; Asmat A.
Published: (2023)

Imputation Analysis for Time Series Air Quality (PM10) Data Set: A Comparison of Several Methods
by: Shaadan N.; Rahim N.A.M.
Published: (2019)

Time Series Data and Recent Imputation Techniques for Missing Data: A Review
by: Zainuddin A.; Hairuddin M.A.; Yassin A.I.M.; Latiff Z.I.A.; Azhar A.
Published: (2022)

A comparison of model-based imputation methods for handling missing predictor values in a linear regression model: A simulation study
by: Hasan H.; Ahmad S.; Osman B.M.; Sapri S.; Othman N.
Published: (2017)

Estimation of missing values in air pollution dataset by using various imputation methods
by: Sukatis F.F.; Noor N.M.; Zakaria N.A.; Ul-Saufie A.Z.; Suwardi A.
Published: (2019)

Assessing the Multiple Imputation Approach for Univariate Time Series Data of Geomagnetic Disturbance Event in Solar Cycle 24
by: Zainuddin A.; Hairuddin M.A.; Jusoh M.H.; Hashim M.H.; Benavides I.F.; Yassin A.I.M.
Published: (2023)

Missing data imputation of MAGDAS-9’s ground electromagnetism with supervised machine learning and conventional statistical analysis models
by: H. M.A.; K.A. N.D.; Md Tahir N.; Iffah Abd Latiff Z.; Huzaimy Jusoh M.; Akimasa Y.
Published: (2022)

Comparisons of ADABOOST, KNN, SVM and logistic regression in classification of imbalanced dataset
by: Rahman H.A.A.; Wah Y.B.; He H.; Bulgiba A.
Published: (2015)

An analysis on performance of different type classifiers in handling big data sets
by: Mohamad M.; Selamat A.
Published: (2019)

Systematic characterization and comparison of the CYP2C9 variability of the Orang Asli in Malaysia with 12 populations
by: Teh L.K.; Subramaniam V.; Tuan Abdu Aziz T.A.; Lee L.S.; Ismail M.I.; Yu C.Y.; Ang G.Y.; James Johari R.; Ismet R.I.; Sahak N.S.; Ahmad A.; Rahman T.A.; Nor @ Ghazali F.M.; Shaari S.; Omar M.; Ismail A.I.; Md. Isa K.; Salleh H.; Salleh M.Z.
Published: (2016)

A comparison between different pixel-based classification methods over urban area using very high resolution data
by: Taherzadeh E.; Shafri H.Z.M.; Soltani S.H.K.; Mansor S.; Ashurov R.
Published: (2012)

Phytochemical Research for the Sustainability of Moringa Species Using Different Extraction Methods
by: Mohsin H.F.; Bacho N.A.; Jalani K.J.; Wahab I.A.
Published: (2024)

Solution for divergence problem of the Halley method in solving nonlinear equations using homotopy continuation method
by: Tahir H.M.; Nor H.M.; Nasir M.A.S.; Bakar S.A.
Published: (2024)

Integration of Satellite-Derived Bathymetry and Sounding Data in Providing Continuous and Detailed Bathymetric Information
by: Hashim N.S.; Yusof O.M.; Windupranata W.; Sulaiman S.A.H.
Published: (2020)

Structural variable validation of an Online Learning Response Behavior (OLRB) instrument: A comparison analysis of three extraction methods of Exploratory Factor Analysis
by: Azman Ong M.H.; Mohd Yasin N.; Ibrahim N.S.
Published: (2022)

Job satisfaction evaluation based on fuzzy conjoint method with continuous fuzzy sets
by: Shahari N.; Rasmani K.A.
Published: (2020)

PREDICTION OF WATER QUALITY FOR THE SELANGOR RIVERS USING DATA MINING APPROACH
by: Ibrahim N.; Rahman H.A.A.; Azran A.A.; Faddillah M.A.M.; Qamarudin M.A.Q.M.
Published: (2023)

Comparison of Different Image Processing Methods with Spatial Information in Clinical Brain MRI
by: Isa, et al.
Published: (2020)

Prediction Model based on Continuous Data for Student Performance using Principal Component Analysis and Support Vector Machine
by: Sabri M.Z.M.; Majid N.A.A.; Hanawi S.A.; Talib N.I.M.; Yatim A.I.A.
Published: (2023)

Hand Gesture Recognition Based on Continuous Wave (CW) Radar Using Principal Component Analysis (PCA) and K-Nearest Neighbor (KNN) Methods
by: Rahman M.K.A.; Rashid N.E.A.; Ismail N.N.; Zakaria N.A.Z.; Khan Z.I.; Rahim S.A.E.A.; Isa F.N.M.
Published: (2022)

Variable order block method for solving second order ordinary differential equations
by: Ibrahim Z.B.; Zainuddin N.; Othman K.I.; Suleiman M.; Zawawi I.S.M.
Published: (2019)

DIFFERENT TYPES OF POLYOLS AND ISCOCYANATE RATIO TO THE PHYSICAL, MECHANICAL, AND MORPHOLOGICAL PROPERTIES OF POLYURETHANE
by: Fauzi F.N.A.M.; Bonnia N.N.; Hussain N.I.A.M.; Anuar A.U.; Rahman Z.A.; Affandi N.D.N.; Zawawi E.Z.E.
Published: (2023)

Survey data to unveil the power of political crowdsourcing on social media
by: Tariq R.; Zolkepli I.A.; Isawasan P.; Tan C.; Alhammad M.M.
Published: (2024)

A Validation of Web-based Surveys for Exploratory Research in the Areas of Business and Entrepreneurship
by: Stouraitis V.; Harun M.H.M.; Kyritsis M.; Boonchoo P.
Published: (2018)

Collagens for surimi gel fortification: Type-dependent effects and the difference between type I and type II
by: Zhao Y.; Lu K.; Piao X.; Song Y.; Wang L.; Zhou R.; Gao P.; Khong H.Y.
Published: (2023)

Research on Data Fusion Method for 6G Wireless Sensor Networks Based on Group Intelligence Optimization
by: Zhang L.; Bashah N.S.B.K.
Published: (2024)

Numerical Solution of Van der Pol Equation via Fix and Variable Step Size Methods
by: Mutalib N.J.A.; Rosli N.; Ariffin N.A.N.
Published: (2023)

Performance Comparison of Data Preprocessing Methods for Trade-Space Exploration with AI Model: Case Study of Satellite Anomalies Detection
by: Mutholib A.; Rahim N.A.; Gunawan T.S.; Ahmarofi A.A.
Published: (2024)

The IEEE EPICS initiative unveiled [continuing education]
by: Chong Y.Z.; Lee K.Y.; Linte C.A.
Published: (2013)

FSR vehicles classification system based on hybrid neural network with different data extraction methods
by: Abdullah N.F.; Rashid N.E.A.; Ibrahim I.P.; Abdullah R.S.A.R.
Published: (2017)

Continual Improvement (CI) Lean Culture Continuous Quality and Cost Saving in Malaysia Manufacturing & Engineering (M&E) Companies
by: Abu, et al.
Published: (2024)

Point Biserial Correlation Coefficient on Climate Variables and Dengue Cases Using R Programming
by: Zukarnain Z.A.; Muhamad Krishnan N.F.; Jamaludin M.; Rahman N.A.; Ahmad A.
Published: (2024)

Removal of multiple pesticides from water by different types of membranes
by: Seah M.Q.; Ng Z.C.; Lai G.S.; Lau W.J.; Al-Ghouti M.A.; Alias N.H.; Ismail A.F.
Published: (2024)

Type 2 Diabetes Mellitus Prediction Using Data Mining Approach
by: Halias A.F.; Saiful N.H.; Ibrahim N.; Muhamad Jamil S.A.; Mansor M.M.; Ul - Saufie A.Z.; Md Ghani N.A.
Published: (2023)

Analysis of the Electromagnetic Field (EMF) Distribution on the Human Body due to Earth's Potential Rise (EPR) of Different Types of Soil
by: Hashim S.N.B.B.; Ali N.H.N.; Rahman M.S.A.; Johari D.; Haris F.A.; Kadir M.Z.A.A.
Published: (2023)

Consensus and Diversity in the Management of Varicocele for Male Infertility: Results of a Global Practice Survey and Comparison with Guidelines and Recommendations
by: Shah R.; Agarwal A.; Kavoussi P.; Rambhatla A.; Saleh R.; Cannarella R.; Harraz A.M.; Boitrelle F.; Kuroda S.; Hamoda T.A.-A.A.-M.; Zini A.; Ko E.; Calik G.; Toprak T.; Kandil H.; Gül M.; Bakırcıoğlu M.E.; Parekh N.; Russo G.I.; Tadros N.; Kadioglu A.; Arafa M.; Chung E.; Rajmil O.; Dimitriadis F.; Malhotra V.; Salvio G.; Henkel R.; Le T.V.; Sogutdelen E.; Vij S.; Alarbid A.; Gudeloglu A.; Tsujimura A.; Calogero A.E.; El Meliegy A.; Crafa A.; Kalkanli A.; Baser A.; Hazir B.; Giulioni C.; Cho C.-L.; Ho C.C.K.; Salzano C.; Zylbersztejn D.S.; Tien D.M.B.; Pescatori E.; Borges E., et al.
Published: (2022)

LINEAR COMPLEMENTARITY PROBLEMS WITH UNCERTAIN VARIABLES
by: Du H.; Yuan R.; Mai X.; Din N.
Published: (2024)

Integration of multi criteria decision making (MCDM) method with Weighted Floyd Warshall Algorithm (WFWA) in order picking route optimisation: A case study
by: Shahidin A.M.; Mohd Razif N.
Published: (2024)

A Framework for Prioritising the Performance Criteria of Natural Fibre Composite Materials: Incorporation of CRITICTOPSIS Method
by: Ab Rahman, et al.
Published: (2024)

Hydraulic Properties of Flow Over Different Types of Spillways: A Review
by: Bashar N.A.M.; Zainol M.R.R.M.A.; Aziz M.S.A.; Zawawi M.H.; Mazlan A.Z.A.
Published: (2024)