Evolutionary Computation with Intelligent Systems

2 Human-Feedback Adaptive Learning Using Interpretable and Interactive Intelligent Systems

Pawan Kumar and Manmohan Sharma

10.1201/9781003158165-2

CONTENTS

2.1 Introduction

2.2 Related Work

2.3 Algorithmic Description of an Interactive Intelligent System

2.4 Proposed Framework

2.5 Experimentation

2.5.1 Material (Dataset)

2.5.2 Experiments Designed

2.5.3 Methods

2.5.4 Learning Algorithm and Evaluation Metrics

2.5.5 Listening to the Dataset by Identifying Important Features

2.5.6 Listening to the ML Model by Interpreting Its Behavior

2.5.7 Listening to Human Domain Experts

2.5.8 Statistical Tests and Hypothesis Testing

2.6 Results and Discussion

2.6.1 Evaluating ML Model Performance

2.6.2 Listening to the Dataset in Terms of Dataset Characteristics ...