Missing data imputation on biomedical data using deeply learned clustering and L2 regularized regression based on symmetric uncertainty

Accuracy of random-forest-based imputation of missing data in the presence of non-normality, non-linearity, and interaction

(2020) Shangzhi Hong et al.   BMC Medical Research Methodology

Genomic data imputation with variational auto-encoders

(2020) Yeping Lina Qiu et al.   GigaScience

Incomplete big data imputation mining algorithm based on BP neural network

(2019) Yutang Liu   JOURNAL OF INTELLIGENT & FUZZY SYSTEMS

A global learning with local preservation method for microarray data imputation

(2016) Ye Chen et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Data-Driven Imputation Method for Traffic Data in Sectional Units of Road Links

(2016) Sehyun Tak et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Matrix and Tensor Based Methods for Missing Data Estimation in Large Traffic Networks

(2016) Muhammad Tayyab Asif et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

(2016) Jaime Zabalza et al.   NEUROCOMPUTING

Auto-encoder based dimensionality reduction

(2016) Yasi Wang et al.   NEUROCOMPUTING

Missing data imputation using fuzzy-rough methods

(2016) Mehran Amiri et al.   NEUROCOMPUTING

Adaptive imputation of missing values for incomplete pattern classification

(2016) Zhun-ga Liu et al.   PATTERN RECOGNITION

An efficient realization of deep learning for traffic data imputation

(2016) Yanjie Duan et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Missing data imputation by K nearest neighbours based on grey relational structure and mutual information

(2015) Ruilin Pan et al.   APPLIED INTELLIGENCE

Impact of missing data imputation methods on gene expression clustering and classification

(2015) Marcilio CP de Souto et al.   BMC BIOINFORMATICS

Self-organizing maps for imputation of missing data in incomplete data matrices

(2015) Laura Folguera et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Improved methods for the imputation of missing data by nearest neighbor methods

(2015) Gerhard Tutz et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values

(2015) Pedro J. García-Laencina et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Hybrid prediction model with missing value imputation for medical data

(2015) Archana Purwar et al.   EXPERT SYSTEMS WITH APPLICATIONS

Multi-objective genetic algorithm for missing data imputation

(2015) Fabio Lobato et al.   PATTERN RECOGNITION LETTERS

A hybrid approach to integrate fuzzy C-means based imputation method with genetic algorithm for missing traffic volume data estimation

(2015) Jinjun Tang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

The MinMax k-Means clustering algorithm

(2014) Grigorios Tzortzis et al.   PATTERN RECOGNITION

Recursive partitioning for missing data imputation in the presence of interaction effects

(2013) L.L. Doove et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Efficient missing data imputing for traffic flow by considering temporal and spatial dependence

(2013) Li Li et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Regularized extreme learning machine for regression with missing data

(2012) Qi Yu et al.   NEUROCOMPUTING

A Fast Clustering-Based Feature Subset Selection Algorithm for High-Dimensional Data

(2011) Qinbao Song et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

On the choice of the best imputation methods for missing values considering three groups of classification methods

(2011) Julián Luengo et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Missing data imputation using statistical and machine learning methods in a real breast cancer problem

(2010) José M. Jerez et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A novel hybrid feature selection via Symmetrical Uncertainty ranking based local memetic search algorithm

(2010) S. Senthamarai Kannan et al.   KNOWLEDGE-BASED SYSTEMS