Building Feature Extraction with Machine Learning: Geospatial Applications
暫譯: 使用機器學習構建特徵提取：地理空間應用

Aithal, Bharath H., P. S., Prakash

Building Feature Extraction with Machine Learning: Geospatial Applications
  • 出版商: CRC
  • 出版日期: 2024-10-08
  • 售價: $2,430
  • 貴賓價: 9.5 折 $2,309
  • 語言: 英文
  • 頁數: 128
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032263830
  • ISBN-13: 9781032263830
  • 相關分類: Machine Learning

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商品描述

This book focuses on feature extraction methods for optical geospatial data using Machine Learning (ML). It is a practical guide for professionals and graduate students starting a career in information extraction. It explains spatial feature extraction in an easy-to-understand way and includes real case studies.

商品描述(中文翻譯)

本書專注於使用機器學習（Machine Learning, ML）進行光學地理空間數據的特徵提取方法。這是一本針對專業人士和研究生的實用指南，適合那些剛開始從事信息提取工作的讀者。書中以易於理解的方式解釋了空間特徵提取，並包含了實際案例研究。

作者簡介

Dr. Bharath H. Aithal, is currently an assistant professor at Ranbir and Chitra Gupta School of Infrastructure Design and Management at Indian Institute of Technology Kharagpur. He obtained his Ph.D. from Indian Institute of Science. His areas of interest are spatial pattern analysis, Urban growth modelling, natural disasters, geoinformatics, landscape modelling, urban planning, open-source GIS, and digital image processing. He has published over 50 research papers in reputed peer reviewed journals and has presented over 100 papers in international and national conferences and symposiums. In 2020 he published with CRC Press, Urban Growth Patterns in India: Spatial Analysis for Sustainable Development and has contributed 6 book chapters to other publications.

Dr. Prakash P.S. is a postdoctoral researcher at Irish Centre of High-End Computing, Galway, Ireland, working on geo-spatial technologies. Prakash has substantial experience with earth observation datasets, including remote sensing, drone-based imagery, surveying, spatial libraries, machine learning, and artificial intelligence technologies. He has worked in geospatial technology and the renewable energy industry for over four years. His other qualifications include a Master of Technology in Geoinformatics from Bangalore's Karnataka State Remote Sensing Application Center and a Bachelor of Civil Engineering from Bangalore's Rashtreeya Vidyalaya College of Engineering.

作者簡介(中文翻譯)

巴拉特·H·艾塔爾博士目前是印度理工學院卡拉格普爾分校的蘭比爾與奇特拉·古普塔基礎設施設計與管理學院的助理教授。他在印度科學研究院獲得博士學位。他的研究興趣包括空間模式分析、城市增長建模、自然災害、地理資訊科學、景觀建模、城市規劃、開源地理資訊系統（GIS）和數位影像處理。他在知名的同行評審期刊上發表了超過50篇研究論文，並在國際和國內會議及研討會上發表了超過100篇論文。2020年，他與CRC Press共同出版了《印度的城市增長模式：可持續發展的空間分析》，並為其他出版物貢獻了6章書籍。

普拉卡什·P·S博士是愛爾蘭高端計算中心的博士後研究員，工作地點在愛爾蘭戈爾韋，專注於地理空間技術。普拉卡什在地球觀測數據集方面擁有豐富的經驗，包括遙感、無人機影像、測量、空間資料庫、機器學習和人工智慧技術。他在地理空間技術和可再生能源行業工作了超過四年。他的其他學歷包括在班加羅爾的卡納塔克州遙感應用中心獲得的地理資訊科學碩士學位，以及在班加羅爾的國立工程學院獲得的土木工程學士學位。

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