TY - JOUR AU - AB - P-ISSN: 1411–240X E-ISSN: 2527-9963 Implementation of Handling Methods for … Nomor: 632/AU3/P2MI-LIPI/03/2015 (Entin Hartini) (Masa Berlaku Akreditasi s/d Mei 2018) IMPLEMENTATION OF MISSING VALUES HANDLING METHOD FOR EVALUATING THE SYSTEM/COMPONENT MAINTENANCE HISTORICAL DATA Entin Hartini Center for Nuclear Reactor Technology and Safety Kawasan Puspiptek, Serpong, Tangerang Selatan, 15310 entin@batan.go.id Diterima editor: 19 Desember 2016 Diperbaiki: 3 Februari 2017 Disetujui untuk publikasi: 16 Februari 2017 ABSTRACT IMPLEMENTATION OF MISSING VALUES HANDLING METHOD FOR EVALUATING THE SYSTEM/COMPONENT MAINTENANCE HISTORICAL DATA. Missing values are problems in data evaluation. Missing values analysis can resolve the problem of incomplete data that is not stored properly. The missing data can reduce the precision of calculation, since the amount of information is incomplete. The purpose of this study is to implement missing values handling method for systems/components maintenance historical data evaluation in RSG GAS. Statistical methods, such as listwise deletion and mean substitution, and machine learning (KNNI), were used to determine the missing data that correspond to the systems/components maintenance historical data. Mean substitution and KNNI methods were chosen since those methods do not require the formation of predictive models for each item which is experiencing missing data. Implementation of missing data analysis on systems/components maintenance TI - IMPLEMENTATION OF MISSING VALUES HANDLING METHOD FOR EVALUATING THE SYSTEM/COMPONENT MAINTENANCE HISTORICAL DATA JF - JURNAL TEKNOLOGI REAKTOR NUKLIR TRI DASA MEGA DO - 10.17146/tdm.2017.19.1.3159 DA - 2017-02-16 UR - https://www.deepdyve.com/lp/unpaywall/implementation-of-missing-values-handling-method-for-evaluating-the-j5esz0jrYZ DP - DeepDyve ER -