Designing Workforce Management Systems for Industry 4.0

11Prediction of Employees’ Performance Using Machine Learning (ML) Techniques

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

DOI: 10.1201/9781003357070-11

CONTENTS

1. 11.1 Introduction

2. 11.2 Problem Statement

3. 11.3 Proposed Work

   1. 11.3.1 Employee Data Collection

   2. 11.3.2 Normalization of Employee Evaluation Data

   3. 11.3.3 Employee Evaluation Featuring Extraction Using Principal Component Analysis (PCA)

   4. 11.3.4 Employee Evaluation Feature Selection Using Random Forest (RF)

   5. 11.3.5 Employee Performance Classification Using a Weighted Multilayer Support Vector Machine (WM-SVM)

4. 11.4 Results and Discussion

5. 11.5 Conclusion

6. References

11.1 INTRODUCTION

Employees are the key assets of every firm. Every business requires adequately ...