Information Granularity, Big Data, and Computational Intelligence (Studies in Big Data)
暫譯: 資訊粒度、大數據與計算智能(大數據研究)

  • 出版商: Springer
  • 出版日期: 2014-07-29
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 444
  • 裝訂: Hardcover
  • ISBN: 3319082531
  • ISBN-13: 9783319082530
  • 相關分類: 大數據 Big-data
  • 海外代購書籍(需單獨結帳)

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商品描述

The recent pursuits emerging in the realm of big data processing, interpretation, collection and organization have emerged in numerous sectors including business, industry and government organizations. Data sets such as customer transactions for a mega-retailer, weather monitoring, intelligence gathering, quickly outpace the capacities of traditional techniques and tools of data analysis. The 3V (volume, variability and velocity) challenges led to the emergence of new techniques and tools in data visualization, acquisition, and serialization. Soft Computing being regarded as a plethora of technologies of fuzzy sets (or Granular Computing), neurocomputing and evolutionary optimization brings forward a number of unique features that might be instrumental to the development of concepts and algorithms to deal with big data.

This carefully edited volume provides the reader with an updated, in-depth material on the emerging principles, conceptual underpinnings, algorithms and practice of Computational Intelligence in the realization of concepts and implementation of big data architectures, analysis, and interpretation as well as data analytics. The book is aimed at a broad audience of researchers and practitioners including those active in various disciplines in which big data, their analysis and optimization are of genuine relevance. One focal point is the systematic exposure of the concepts, design methodology, and detailed algorithms. In general, the volume adheres to the top-down strategy starting with the concepts and motivation and then proceeding with the detailed design that materializes in specific algorithms and representative applications. The material is self-contained and provides the reader with all necessary prerequisites and augments some parts with a step-by-step explanation of more advanced concepts supported by a significant amount of illustrative numeric material and some application scenarios to motivate the reader and make some abstract concepts more tangible.

商品描述(中文翻譯)

最近在大數據處理、解釋、收集和組織領域中出現的追求,已在商業、工業和政府組織等多個領域中浮現。像是大型零售商的客戶交易、氣象監測、情報收集等數據集,迅速超越了傳統數據分析技術和工具的能力。3V(數量、變異性和速度)挑戰促使了數據可視化、獲取和序列化的新技術和工具的出現。軟計算被視為模糊集(或粒狀計算)、神經計算和進化優化的眾多技術,帶來了一些獨特的特徵,這些特徵可能對於開發處理大數據的概念和算法至關重要。

這本經過精心編輯的書籍為讀者提供了有關計算智能在實現大數據架構、分析和解釋以及數據分析中的新興原則、概念基礎、算法和實踐的最新深入材料。該書的目標讀者是廣泛的研究人員和實踐者,包括那些在大數據及其分析和優化方面具有真實相關性的各個學科中活躍的人士。書中的一個重點是系統性地介紹概念、設計方法論和詳細算法。一般而言,本書遵循自上而下的策略,從概念和動機開始,然後進入具體算法和代表性應用的詳細設計。材料是自足的,為讀者提供了所有必要的先決條件,並用逐步解釋更高級概念的方式增強某些部分,這些概念由大量的數字材料和一些應用場景支持,以激勵讀者並使一些抽象概念更具體。