Big Data Analytics for Smart Transport and Healthcare Systems
暫譯: 智慧交通與醫療系統的大數據分析
Pourroostaei Ardakani, Saeid, Cheshmehzangi, Ali
- 出版商: Springer
- 出版日期: 2024-12-22
- 售價: $4,780
- 貴賓價: 9.5 折 $4,541
- 語言: 英文
- 頁數: 190
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9819966221
- ISBN-13: 9789819966226
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相關分類:
大數據 Big-data、Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book aims to introduce big data solutions in urban sustainability applications--mainly smart transportation and healthcare systems. It focuses on machine learning techniques and data processing approaches which have the capacity to handle/process huge, live, and complex datasets in real-time transportation and healthcare applications. For this, several state-of-the-art data processing approaches including data pre-processing, classification, regression, and clustering are introduced, tested, and evaluated to highlight their benefits and constraints where data is sensitive, real-time, and/or semi-structured.
商品描述(中文翻譯)
本書旨在介紹大數據解決方案在城市可持續性應用中的應用，主要集中於智慧交通和醫療保健系統。它專注於機器學習技術和數據處理方法，這些方法能夠在實時交通和醫療應用中處理/處理龐大、即時且複雜的數據集。為此，介紹、測試和評估了幾種最先進的數據處理方法，包括數據預處理、分類、回歸和聚類，以突顯它們在數據敏感、實時和/或半結構化情況下的優勢和限制。
作者簡介
Dr. Saeid Pourroostaei Ardakani is a Senior Lecturer in Computer Science at the University of Lincoln, UK. His research and teaching expertise centers on smart and adaptive computing and/or communication solutions to build collaborative/federated (sensory/feedback)systems in Internet of Things (IoT) applications and cloud environments. Saeid is also interested in (ML-enabled) Big Data processing and analysis applications. Saeid formerly worked at the University of Nottingham (China campus), 2019-2023, and ATU, 2015-2018 as an Assistant Professor in Computer Science. He received his PhD in Computer Science from the University of Bath focusing on data aggregation routing in Wireless Sensor Networks. His subject specialisms are: Internet of Things, Big Data Analysis, Distributed and Collaborative Computing, Sensory Systems, and Educational Technology.
Prof. Ali Cheshmehzangi is the World's top 2% field leader, recognised by Stanford University. He has recently taken a senior leadership and management role at Qingdao City University (QCU), where he is a Professor in Architecture and Urban Planning, Director of the Center for Innovation in Teaching, Learning, and Research, and Advisor to the school's international communications. Over 11 years at his previous institute, Ali was a Full Professor in Architecture and Urban Design, Head of the Department of Architecture and Built Environment, Founding Director of the Urban Innovation Lab, Director of Center for Sustainable Energy Technologies, and Director of Digital Design Lab. He was Visiting Professor and now Research Associate of the Network for Education and Research on Peace and Sustainability (NERPS) at Hiroshima University, Japan. Ali is globally known for his research on 'urban sustainability'. So far, Ali has published over 300 journal papers, articles, conference papers, book chapters, and reports. To date, he has 15 other published books.
作者簡介(中文翻譯)
Dr. Saeid Pourroostaei Ardakani 是英國林肯大學的計算機科學高級講師。他的研究和教學專長集中在智能和自適應計算及/或通信解決方案，以構建協作/聯邦（感測/反饋）系統，應用於物聯網（IoT）應用和雲環境。Saeid 也對（機器學習驅動的）大數據處理和分析應用感興趣。Saeid 曾於2019年至2023年在中國的諾丁漢大學工作，並於2015年至2018年在ATU擔任計算機科學助理教授。他在巴斯大學獲得計算機科學博士學位，專注於無線感測器網絡中的數據聚合路由。他的專業領域包括：物聯網、大數據分析、分佈式和協作計算、感測系統以及教育技術。
Prof. Ali Cheshmehzangi 是全球前2%的領域領袖，獲得斯坦福大學的認可。他最近在青島城市大學（QCU）擔任高級領導和管理職位，擔任建築與城市規劃教授、教學、學習和研究創新中心主任，以及學校國際交流顧問。在他之前的機構工作了11年，Ali 是建築與城市設計的全職教授，建築與建成環境系主任，城市創新實驗室創始主任，可持續能源技術中心主任，以及數位設計實驗室主任。他曾擔任日本廣島大學和平與可持續發展教育與研究網絡（NERPS）的訪問教授，現在是研究助理。Ali 以其對「城市可持續性」的研究而聞名於全球。到目前為止，Ali 已發表超過300篇期刊論文、文章、會議論文、書籍章節和報告。至今，他還出版了15本其他書籍。
