Mining Over Air: Wireless Communication Networks Analytics
暫譯: 無線通信網絡分析:空中挖掘
Ye Ouyang, Mantian Hu, Alexis Huet, Zhongyuan Li
- 出版商: Springer
- 出版日期: 2018-08-11
- 售價: $4,890
- 貴賓價: 9.5 折 $4,646
- 語言: 英文
- 頁數: 196
- 裝訂: Hardcover
- ISBN: 3319923110
- ISBN-13: 9783319923116
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相關翻譯:
移動通信大數據分析 — 數據挖掘與機器學習實戰 (簡中版)
商品描述
This book introduces the concepts, applications and development of data science in the telecommunications industry by focusing on advanced machine learning and data mining methodologies in the wireless networks domain. Mining Over Air describes the problems and their solutions for wireless network performance and quality, device quality readiness and returns analytics, wireless resource usage profiling, network traffic anomaly detection, intelligence-based self-organizing networks, telecom marketing, social influence, and other important applications in the telecom industry.
Written by authors who study big data analytics in wireless networks and telecommunication markets from both industrial and academic perspectives, the book targets the pain points in telecommunication networks and markets through big data.
Designed for both practitioners and researchers, the book explores the intersection between the development of new engineering technology and uses data from the industry to understand consumer behavior. It combines engineering savvy with insights about human behavior. Engineers will understand how the data generated from the technology can be used to understand the consumer behavior and social scientists will get a better understanding of the data generation process.
商品描述(中文翻譯)
本書介紹了數據科學在電信產業中的概念、應用和發展,重點關注無線網絡領域的先進機器學習和數據挖掘方法。《Mining Over Air》描述了無線網絡性能和質量、設備質量準備和回報分析、無線資源使用分析、網絡流量異常檢測、基於智能的自組織網絡、電信市場營銷、社會影響力以及電信產業中的其他重要應用所面臨的問題及其解決方案。
本書由研究無線網絡和電信市場大數據分析的作者撰寫,從產業和學術的角度出發,針對電信網絡和市場中的痛點進行探討。
本書旨在為實務工作者和研究人員提供資源,探索新工程技術的發展與行業數據之間的交集,以理解消費者行為。它結合了工程專業知識與對人類行為的洞察。工程師將了解如何利用技術生成的數據來理解消費者行為,而社會科學家則能更好地理解數據生成過程。