Big Data Platforms and Applications: Case Studies, Methods, Techniques, and Performance Evaluation
暫譯: 大數據平台與應用:案例研究、方法、技術與性能評估
Pop, Florin, Neagu, Gabriel
- 出版商: Springer
- 出版日期: 2021-09-29
- 售價: $7,820
- 貴賓價: 9.5 折 $7,429
- 語言: 英文
- 頁數: 290
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030388352
- ISBN-13: 9783030388355
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
商品描述
This book provides a review of advanced topics relating to the theory, research, analysis and implementation in the context of big data platforms and their applications, with a focus on methods, techniques, and performance evaluation.
The explosive growth in the volume, speed, and variety of data being produced every day requires a continuous increase in the processing speeds of servers and of entire network infrastructures, as well as new resource management models. This poses significant challenges (and provides striking development opportunities) for data intensive and high-performance computing, i.e., how to efficiently turn extremely large datasets into valuable information and meaningful knowledge.
The task of context data management is further complicated by the variety of sources such data derives from, resulting in different data formats, with varying storage, transformation, delivery, and archiving requirements. At the same time rapid responses are needed for real-time applications. With the emergence of cloud infrastructures, achieving highly scalable data management in such contexts is a critical problem, as the overall application performance is highly dependent on the properties of the data management service.
商品描述(中文翻譯)
這本書回顧了與大數據平台及其應用相關的理論、研究、分析和實施的進階主題,重點在於方法、技術和性能評估。
每天產生的數據量、速度和多樣性的爆炸性增長要求伺服器和整個網路基礎設施的處理速度不斷提高,以及新的資源管理模型。這對數據密集型和高性能計算提出了重大挑戰(並提供了顯著的發展機會),即如何有效地將極大的數據集轉化為有價值的信息和有意義的知識。
上下文數據管理的任務因數據來源的多樣性而變得更加複雜,這導致不同的數據格式,並具有不同的存儲、轉換、交付和歸檔要求。同時,實時應用需要快速響應。隨著雲基礎設施的出現,在這種情境下實現高度可擴展的數據管理是一個關鍵問題,因為整體應用性能高度依賴於數據管理服務的特性。
作者簡介
Dr. Florin Pop is a Professor at the Department of Computer Science and Engineering at the University Politehnica of Bucharest, Romania and a Senior Researcher (1st Degree) at the Department of Intelligent and Distributed Data Intensive Systems at the National Institute for Research and Development in Informatics, Bucharest, Romania.
Dr. Gabriel Neagu is a Senior Researcher (1st Degree) at the Department of Intelligent and Distributed Data Intensive Systems at the National Institute for Research and Development in Informatics, Bucharest, Romania.
作者簡介(中文翻譯)
Florin Pop 博士是羅馬尼亞布加勒斯特理工大學計算機科學與工程系的教授,以及羅馬尼亞布加勒斯特國家資訊研究與發展研究所智能與分散式數據密集系統部的高級研究員(第一級)。
Gabriel Neagu 博士是羅馬尼亞布加勒斯特國家資訊研究與發展研究所智能與分散式數據密集系統部的高級研究員(第一級)。