Machine Learning for Transportation Research and Applications

ISBN-13: 9780323961264 / Angielski / Miękka / 2023

Yinhai Wang; Zhiyong Cui; Ruimin Ke

Spis treści

Part One: Overview 1. General Introduction and Overview 2. Fundamental Mathematics 3. Machine Learning Basics

Part Two: Methodologies and Applications 4. Classical ML Methods 5. Convolutional Neural Network 6. Graph Neural Network 7. Sequence Modeling 8. Probabilistic Models 9. Reinforcement Learning 10. Generative Models 11. Meta/Transfer Learning

Part Three: Future Research and Applications The Future of Transportation and AI