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Real-Time Linked Dataspaces: Enabling Data Ecosystems for Intelligent Systems
暫譯: 即時連結資料空間:為智慧系統啟用資料生態系統

Curry, Edward

  • 出版商: Springer
  • 出版日期: 2019-11-27
  • 售價: $2,610
  • 貴賓價: 9.5$2,480
  • 語言: 英文
  • 頁數: 325
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030296644
  • ISBN-13: 9783030296643
  • 海外代購書籍(需單獨結帳)

商品描述

This open access book explores the dataspace paradigm as a best-effort approach to data management within data ecosystems. It establishes the theoretical foundations and principles of real-time linked dataspaces as a data platform for intelligent systems. The book introduces a set of specialized best-effort techniques and models to enable loose administrative proximity and semantic integration for managing and processing events and streams.

The book is divided into five major parts: Part I "Fundamentals and Concepts" details the motivation behind and core concepts of real-time linked dataspaces, and establishes the need to evolve data management techniques in order to meet the challenges of enabling data ecosystems for intelligent systems within smart environments. Further, it explains the fundamental concepts of dataspaces and the need for specialization in the processing of dynamic real-time data. Part II "Data Support Services" explores the design and evaluation of critical services, including catalog, entity management, query and search, data service discovery, and human-in-the-loop. In turn, Part III "Stream and Event Processing Services" addresses the design and evaluation of the specialized techniques created for real-time support services including complex event processing, event service composition, stream dissemination, stream matching, and approximate semantic matching. Part IV "Intelligent Systems and Applications" explores the use of real-time linked dataspaces within real-world smart environments. In closing, Part V "Future Directions" outlines future research challenges for dataspaces, data ecosystems, and intelligent systems.

Readers will gain a detailed understanding of how the dataspace paradigm is now being used to enable data ecosystems for intelligent systems within smart environments. The book covers the fundamental theory, the creation of new techniques needed for support services, and lessons learned from real-world intelligent systems and applications focused on sustainability. Accordingly, it will benefit not only researchers and graduate students in the fields of data management, big data, and IoT, but also professionals who need to create advanced data management platforms for intelligent systems, smart environments, and data ecosystems.


商品描述(中文翻譯)

這本開放存取的書籍探討了資料空間範式作為資料生態系統中資料管理的最佳努力方法。它建立了即時連結資料空間作為智能系統資料平台的理論基礎和原則。書中介紹了一組專門的最佳努力技術和模型,以實現鬆散的管理接近性和語意整合,來管理和處理事件及串流。

本書分為五個主要部分:第一部分「基本原理與概念」詳細說明了即時連結資料空間背後的動機和核心概念,並建立了為了應對在智能環境中為智能系統啟用資料生態系統的挑戰而演進資料管理技術的必要性。此外,它解釋了資料空間的基本概念以及在處理動態即時資料時專業化的必要性。第二部分「資料支援服務」探討了關鍵服務的設計和評估,包括目錄、實體管理、查詢和搜尋、資料服務發現以及人機互動。接著,第三部分「串流和事件處理服務」針對為即時支援服務創建的專門技術進行設計和評估,包括複雜事件處理、事件服務組合、串流傳播、串流匹配和近似語意匹配。第四部分「智能系統與應用」探討了即時連結資料空間在現實世界智能環境中的應用。最後,第五部分「未來方向」概述了資料空間、資料生態系統和智能系統的未來研究挑戰。

讀者將深入了解資料空間範式如何被用來啟用智能系統在智能環境中的資料生態系統。本書涵蓋了基本理論、支援服務所需的新技術的創建,以及從專注於可持續性的現實世界智能系統和應用中學到的經驗教訓。因此,它將不僅惠及資料管理、大數據和物聯網領域的研究人員和研究生,還將幫助需要為智能系統、智能環境和資料生態系統創建先進資料管理平台的專業人士。

作者簡介

Edward Curry is a research leader at the Insight Centre for Data Analytics at the National University of Ireland Galway. His research interests are predominantly in open distributed systems, particularly in the areas of incremental data management (e.g. dataspaces), approximation and unstructured events types, with a special interest in applications for smart environments and data ecosystems. Edward has published over 160 scientific articles in journals, books, and international conferences.

作者簡介(中文翻譯)

愛德華·庫里是愛爾蘭國立大學高威分校數據分析洞察中心的研究領導者。他的研究興趣主要集中在開放式分散系統,特別是在增量數據管理(例如 dataspaces)、近似和非結構化事件類型等領域,並對智能環境和數據生態系統的應用特別感興趣。愛德華已在期刊、書籍和國際會議上發表了超過160篇科學文章。

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