Missing data and imputation methods in partition of variables

被引:0
作者
da Silva, AL
Saporta, G
Bacelar-Nicolau, H
机构
来源
CLASSIFICATION, CLUSTERING, AND DATA MINING APPLICATIONS | 2004年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We deal with the effect of missing data under a "Missing at Random Model" on classification of variables with non-hierarchical methods. The partitions are compared by the Rand index.
引用
收藏
页码:631 / 637
页数:7
相关论文
共 50 条
[21]   Missing data imputation methods and their performance with biodistance analyses [J].
Kenyhercz, Michael W. ;
Passalacqua, Nicholas V. .
AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY, 2015, 156 :185-185
[22]   Evaluating Imputation Methods for Missing Data in a MCI Dataset [J].
Gomez-Valades Batanero, Alba ;
Rincon Zamorano, Mariano ;
Martinez Tomas, Rafael ;
Guerrero Martin, Juan .
ARTIFICIAL INTELLIGENCE IN NEUROSCIENCE: AFFECTIVE ANALYSIS AND HEALTH APPLICATIONS, PT I, 2022, 13258 :446-454
[23]   Spectral methods for imputation of missing air quality data [J].
Shai Moshenberg ;
Uri Lerner ;
Barak Fishbain .
Environmental Systems Research, 4 (1)
[24]   Missing Network Data A Comparison of Different Imputation Methods [J].
Krause, Robert W. ;
Huisman, Mark ;
Steglich, Christian ;
Snijders, Tom A. B. .
2018 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM), 2018, :159-163
[25]   IMPUTATION OF MISSING DATA [J].
Lunt, M. .
ANNALS OF THE RHEUMATIC DISEASES, 2014, 73 :49-49
[26]   Handling Missing Data in Presence of Categorical Variables: a New Imputation Procedure [J].
Ferrari, Pier Alda ;
Barbiero, Alessandro ;
Manzi, Giancarlo .
NEW PERSPECTIVES IN STATISTICAL MODELING AND DATA ANALYSIS, 2011, :473-480
[27]   Improved Imputation of Missing Pavement Performance Data Using Auxiliary Variables [J].
Farhan, J. ;
Fwa, T. F. .
JOURNAL OF TRANSPORTATION ENGINEERING, 2015, 141 (01)
[28]   A Comparison of Imputation Strategies for Ordinal Missing Data on Likert Scale Variables [J].
Wu, Wei ;
Jia, Fan ;
Enders, Craig .
MULTIVARIATE BEHAVIORAL RESEARCH, 2015, 50 (05) :484-503
[29]   When Data Goes Missing: Methods for Missing Score Imputation in Biometric Fusion [J].
Ding, Yaohui ;
Ross, Arun .
BIOMETRIC TECHNOLOGY FOR HUMAN IDENTIFICATION VII, 2010, 7667
[30]   New Chain Imputation Methods for Estimating Population Mean in the Presence of Missing Data Using Two Auxiliary Variables [J].
Shashi Bhushan ;
Abhay Pratap Pandey .
Communications in Mathematics and Statistics, 2023, 11 :325-340