Society 5.0 and the Future of Emerging Computational Technologies

8  En-Fuzzy-ClaFA Machine Learning–Based Stack-Ensembled Fuzzy Classification Framework for Diagnosing Coronavirus

Sourabh Shastri, Sachin Kumar, Kuljeet Singh, and Vibhakar Mansotra

DOI: 10.1201/9781003184140-8

CONTENTS

8.1 Introduction

8.2 Literature Survey

8.3 Research Methodology

8.3.1 Dataset Description

8.3.1.1 Data Preprocessing

8.3.2 Methods

8.3.2.1 Hoeffding Tree

8.3.2.2 BayesNet

8.3.2.3 Naïve Bayes

8.3.2.4 Deep Neural Network (DNN)

8.3.2.5 Support Vector Machine (SVM)

8.3.2.6 Multilayer Perceptron (MLP)

8.3.2.7 Stochastic Gradient Descent (SGD)

8.3.2.8 Fuzzy Classifier

8.3.3 Stacking Ensemble

8.4 Experimental Setup and Results

8.4.1 Experiment Environment

8.4.2 Proposed En-Fuzzy-ClaF Framework

8.4.3 Results

8.4.3.1 Results without ...