An Exploration of Online Missing Value Imputation in Non-stationary Data Stream

[1]  Jerzy Stefanowski,et al.  Reacting to Different Types of Concept Drift: The Accuracy Updated Ensemble Algorithm , 2014, IEEE Transactions on Neural Networks and Learning Systems.

[2]  Pier Luigi Conti,et al.  Article in Press Computational Statistics and Data Analysis Evaluation of Matching Noise for Imputation Techniques Based on Nonparametric Local Linear Regression Estimators , 2022 .

[3]  Geoffrey I. Webb,et al.  Adaptive online extreme learning machine by regulating forgetting factor by concept drift map , 2019, Neurocomputing.

[4]  Pedro Abreu,et al.  Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values , 2015, Comput. Biol. Medicine.

[5]  Ritu Gupta,et al.  Imputation of Gene Expression Data in Blood Cancer and Its Significance in Inferring Biological Pathways , 2020, Frontiers in Oncology.

[6]  John K. Dixon,et al.  Pattern Recognition with Partly Missing Data , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[7]  S. Ripatti,et al.  Missing value imputation in longitudinal measures of alcohol consumption , 2011, International journal of methods in psychiatric research.

[8]  Haydar Demirhan,et al.  A bagging algorithm for the imputation of missing values in time series , 2019, Expert Syst. Appl..

[9]  Shin Ishii,et al.  A Bayesian missing value estimation method for gene expression profile data , 2003, Bioinform..

[10]  Roderick J. A. Little,et al.  Statistical Analysis with Missing Data , 1988 .

[11]  P. Roth MISSING DATA: A CONCEPTUAL REVIEW FOR APPLIED PSYCHOLOGISTS , 1994 .

[12]  Alessandro G. Di Nuovo,et al.  Missing data analysis with fuzzy C-Means: A study of its application in a psychological scenario , 2011, Expert Syst. Appl..

[13]  Andrew Stranieri,et al.  Predicting cardiac autonomic neuropathy category for diabetic data with missing values , 2013, Comput. Biol. Medicine.

[14]  John Francis Kros,et al.  Data mining and the impact of missing data , 2003, Ind. Manag. Data Syst..

[15]  Zili Zhang,et al.  Missing Value Estimation for Mixed-Attribute Data Sets , 2011, IEEE Transactions on Knowledge and Data Engineering.

[16]  Alan Wee-Chung Liew,et al.  Missing value imputation for the analysis of incomplete traffic accident data , 2014, Inf. Sci..

[17]  T. Stijnen,et al.  Review: a gentle introduction to imputation of missing values. , 2006, Journal of clinical epidemiology.

[18]  João Gama,et al.  Ensemble learning for data stream analysis: A survey , 2017, Inf. Fusion.

[19]  Myoung-Ho Kim,et al.  Time-slide window join over data streams , 2014, Journal of Intelligent Information Systems.

[20]  Lukasz A. Kurgan,et al.  Impact of imputation of missing values on classification error for discrete data , 2008, Pattern Recognit..

[21]  Geoffrey I. Webb,et al.  Characterizing concept drift , 2015, Data Mining and Knowledge Discovery.

[22]  Md Zahidul Islam,et al.  Missing value imputation using decision trees and decision forests by splitting and merging records: Two novel techniques , 2013, Knowl. Based Syst..

[23]  Xin Yao,et al.  Online Ensemble Learning of Data Streams with Gradually Evolved Classes , 2016, IEEE Transactions on Knowledge and Data Engineering.

[24]  Samiran Chattopadhyay,et al.  A Bicluster-Based Sequential Interpolation Imputation Method for Estimation of Missing Values in Microarray Gene Expression Data , 2017 .

[25]  Chih-Fong Tsai,et al.  Missing value imputation: a review and analysis of the literature (2006–2017) , 2019, Artificial Intelligence Review.

[26]  Sandeep Kumar Singh,et al.  Hybrid prediction model with missing value imputation for medical data , 2015, Expert Syst. Appl..

[27]  Ning An,et al.  Microarray Missing Value Imputation: A Regularized Local Learning Method , 2019, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

[28]  Negin Daneshpour,et al.  Missing value imputation using a novel grey based fuzzy c-means, mutual information based feature selection, and regression model , 2019, Expert Syst. Appl..

[29]  Chih-Fong Tsai,et al.  Combining instance selection for better missing value imputation , 2016, J. Syst. Softw..