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Title: :  Handling Missing Data: MICE (A data minig Application)
PaperId: :  13916
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 2 2021
DUI:    16.0415/IJARIIE-13916
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Anushree GDayananda Sagar Academy of Technology and Management
Devaki Sai MahithaDayananda Sagar Academy of Technology and Management
Akshaya RDayananda Sagar Academy of Technology and Management
Madhura Dayananda Sagar Academy of Technology and Management
Shylaja BDayananda Sagar Academy of Technology and Management

Abstract

Computer Science and Engineering
Index Terms-multiple imputation, non-applicable, R, MICE, chained equations, categorical data
The aim of this project is to give the complete datasets by imputing the missing data values by multiple imputation techniques. On encountering the missing data values or non-applicable values the system automatically points out the missing values for the particular information or the column and enumerate the mean value and replaces the missed values with the same. This type of different imputations in different types of datasets can be carried out using R package MICE (Multivariate Imputations by Chained Equations). Imputation of categorical data is improved in order to bypass problems caused by perfect prediction.

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IJARIIE Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. "Handling Missing Data: MICE (A data minig Application)" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 2 2021 Page 678-682
MLA Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. "Handling Missing Data: MICE (A data minig Application)." International Journal Of Advance Research And Innovative Ideas In Education 7.2(2021) : 678-682.
APA Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , & Shylaja B. (2021). Handling Missing Data: MICE (A data minig Application). International Journal Of Advance Research And Innovative Ideas In Education, 7(2), 678-682.
Chicago Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. "Handling Missing Data: MICE (A data minig Application)." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 2 (2021) : 678-682.
Oxford Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. 'Handling Missing Data: MICE (A data minig Application)', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, 2021, p. 678-682. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Handling_Missing_Data__MICE__A_data_minig_Application__ijariie13916.pdf (Accessed : ).
Harvard Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. (2021) 'Handling Missing Data: MICE (A data minig Application)', International Journal Of Advance Research And Innovative Ideas In Education, 7(2), pp. 678-682IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Handling_Missing_Data__MICE__A_data_minig_Application__ijariie13916.pdf (Accessed : )
IEEE Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B, "Handling Missing Data: MICE (A data minig Application)," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, pp. 678-682, Mar-App 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Handling_Missing_Data__MICE__A_data_minig_Application__ijariie13916.pdf [Accessed : ].
Turabian Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. "Handling Missing Data: MICE (A data minig Application)." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 2 ().
Vancouver Anushree G, Devaki Sai Mahitha, Akshaya R, Madhura , and Shylaja B. Handling Missing Data: MICE (A data minig Application). International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(2) : 678-682. Available from: https://ijariie.com/AdminUploadPdf/Handling_Missing_Data__MICE__A_data_minig_Application__ijariie13916.pdf
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