Designing Workforce Management Systems for Industry 4.0

6Data Mining Processes and Decision-Making Models in the Personnel Management System

Shashi Kant Gupta, Alex Khang, Parin Somani, Chandra Kumar Dixit, and Anchal Pathak

DOI: 10.1201/9781003357070-6

CONTENTS

1. 6.1 Introduction

2. 6.2 Problem Statement

3. 6.3 Proposed Methodology

   1. 6.3.1 Data Collection

   2. 6.3.2 Preprocessing

      1. 6.3.2.1 Data Sampling

      2. 6.3.2.2 Data Cleaning

      3. 6.3.2.3 Data Integration

   3. 6.3.3 Feature Extraction Using Principle Component Analysis

   4. 6.3.4 Genetic Algorithm Based Feature Selection

   5. 6.3.5 Wavelet Fuzzy Logic-Based Deep Neural Network (WFL-DNN)

      1. 6.3.5.1 Deep Neural Network

      2. 6.3.5.2 Fuzzy Logic

      3. 6.3.5.3 Wavelet Transformation

      4. 6.3.5.4 Wavelet Fuzzy Logic-Based Deep Neural Network

4. 6.4 Performance Analytics

   1. 6.4.1 Accuracy

   2. 6.4.2 Precision ...