Computational Intelligence for Missing Data Imputation, Estimation, and Management: Knowledge Optimization Techniques

Nomenclature

AANN

Autoassociative Neural Network

AANN-HSAGA

Hybrid of Autoassociative Neural Network, Simulated Annealing and Genetic Algorithm Algorithm

AIDS

Acquired Immunodeficiency Syndrome

ANN

Artificial Neural Network

ANNGA

Combination of Neural Network and Genetic Algorithm

ARCH

Autoregressive Conditional Heteroskedasticity

ART

Adaptive Resonance Theory

CART

Classification and Regression Trees

CI

Computational Intelligence

DMS

Dimethyl Sulfide

dom

Domain Attribute

EM

Expectation Maximization

ENN

Extension Neural Network

FSA

Fast Simulated Annealing

GA(s)

Genetic Algorithm(s)

GMM(s)

Gaussian Mixture Model(s)

GMM-EM

Gaussian Mixture Models Trained Using Expectation Maximization

H

Hessian or Hamiltonian

HC

Jill Climbing

HGA

Hybrid Genetic Algorithm

HIV

Human Immunodeficiency Virus

HGAPSO

Hybrid Genetic Algorithm and Particle Swarm Optimization

HSAGA

Hybrid Simulated Annealing and Genetic Algorithm

ID3

Iterative Dichotomizer 3

IND

Indiscernibility

INVNN

Inverse Neural Networks

K

Kernel

KTT

Karush-Kuhn Tucker

MAR

Missing At Random

MBND

Missing by Natural Design

MCAR

Missing Completely At Random

MDEEF

Missing Data Estimation Error Function

MI

Multiple Imputation

ML

Maximum Likelihood

MLP(s)

Multi-layer Perceptron(s)

MNAR

Missing Not At Random

MSE

Mean Square Error

MTBF

Mean Time Before Failure

NN-FSA

Neural Networks and Fast Simulated Annealing

NNH

Non-stationary Non-linear Heteroskedasticity

NN-HGA

Neural Networks and Hybrid Genetic Algorithm

NN-PSO

Neural Network and Particle Swarm Optimization Method

OC1

Oblique Classifier 1

PC

Principal Component

PCA

Principal Component Analysis

PCA-ANN(s)

Hybrid Principal Component Analysis and Artificial Neural Network(s)

PCANNGA

Hybrid of Principal Component Analysis, Neural Network and Genetic Algorithm

PCA-NN-HSAGA

Hybrid of Principal Component Analysis, Neural Network, Simulated Annealing and Genetic Algorithm

PE-LE

Present Extract Minus Limit Extract

PSO

Particle Swarm Optimization

RBF(s)

Radial...

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