Computational Intelligence for Multimedia Big Data on the Cloud with Engineering Applications (Intelligent Data-Centric Systems: Sensor Collected Intelligence)
暫譯: 雲端多媒體大數據的計算智慧與工程應用(智能數據中心系統:感測器收集的智慧)
- 出版商: Academic Press
- 出版日期: 2018-08-25
- 售價: $5,420
- 貴賓價: 9.5 折 $5,149
- 語言: 英文
- 頁數: 362
- 裝訂: Paperback
- ISBN: 0128133147
- ISBN-13: 9780128133149
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相關分類:
大數據 Big-data、感測器 Sensor
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相關主題
商品描述
Computational Intelligence for Multimedia Big Data on the Cloud with Engineering Applications covers timely topics, including the neural network (NN), particle swarm optimization (PSO), evolutionary algorithm (GA), fuzzy sets (FS) and rough sets (RS), etc. Furthermore, the book highlights recent research on representative techniques to elaborate how a data-centric system formed a powerful platform for the processing of cloud hosted multimedia big data and how it could be analyzed, processed and characterized by CI. The book also provides a view on how techniques in CI can offer solutions in modeling, relationship pattern recognition, clustering and other problems in bioengineering.
It is written for domain experts and developers who want to understand and explore the application of computational intelligence aspects (opportunities and challenges) for design and development of a data-centric system in the context of multimedia cloud, big data era and its related applications, such as smarter healthcare, homeland security, traffic control trading analysis and telecom, etc. Researchers and PhD students exploring the significance of data centric systems in the next paradigm of computing will find this book extremely useful.
- Presents a brief overview of computational intelligence paradigms and its significant role in application domains
- Illustrates the state-of-the-art and recent developments in the new theories and applications of CI approaches
- Familiarizes the reader with computational intelligence concepts and technologies that are successfully used in the implementation of cloud-centric multimedia services in massive data processing
- Provides new advances in the fields of CI for bio-engineering application
商品描述(中文翻譯)
《雲端多媒體大數據的計算智慧與工程應用》涵蓋了多個及時主題,包括神經網絡 (NN)、粒子群優化 (PSO)、進化算法 (GA)、模糊集 (FS) 和粗糙集 (RS) 等。此外,本書強調了近期在代表性技術上的研究,詳細說明了數據中心系統如何形成一個強大的平台,以處理雲端托管的多媒體大數據,以及如何通過計算智慧 (CI) 進行分析、處理和特徵化。本書還提供了計算智慧技術如何在生物工程中提供建模、關係模式識別、聚類及其他問題的解決方案的觀點。
本書是為希望理解和探索計算智慧方面(機會與挑戰)在多媒體雲端、大數據時代及其相關應用(如智慧醫療、國土安全、交通控制交易分析和電信等)中設計和開發數據中心系統的領域專家和開發者而撰寫的。研究人員和博士生在探索數據中心系統在下一個計算範式中的重要性時,將會發現本書極具價值。
- 提供計算智慧範式的簡要概述及其在應用領域中的重要角色
- 說明計算智慧方法的新理論和應用的最新發展
- 使讀者熟悉在大規模數據處理中成功實施雲端中心多媒體服務的計算智慧概念和技術
- 提供計算智慧在生物工程應用領域的新進展