Handbook of Geospatial Artificial Intelligence

4GeoAI Methodological Foundations: Deep Neural Networks and Knowledge Graphs

Song Gao

GeoDS Lab, Department of Geography, University of Wisconsin-Madison

Jinmeng Rao, Yunlei Liang, Yuhao Kang

GeoDS Lab, Department of Geography, University of Wisconsin-Madison

Jiawei Zhu

School of Geosciences and Info-Physics, Central South University

Rui Zhu

School of Geographical Sciences, University of Bristol

DOI: 10.1201/9781003308423-4

CONTENTS

• 4.1 Introduction

• 4.2 Definitions

• 4.3 Convolutional Neural Networks

• 4.4 Recurrent Neural Networks

• 4.5 Transformers

• 4.6 Graph Neural Networks

• 4.7 Generative Adversarial Networks

• 4.8 Reinforcement Learning

• 4.9 Knowledge Graphs and GeoKG

• 4.10 Summary

  1. Bibliography

4.1 INTRODUCTION

Recent advances in artificial ...