<p>This book is a reprint of the Special Issue entitled Statistical and Machine Learning Models for Remote Sensing Data Mining - Recent Advancements that was published in <em>Remote Sensing</em> MDPI. It provides insights into both core technical challenges and some selected critical applications of satellite remote sensing image analytics.</p>