An Introduction to Hybrid Human-Machine Information Systems (Foundations and Trends(r) in Web Science)
暫譯: 混合人機資訊系統導論(網路科學的基礎與趨勢)

Gianluca Demartini, Djellel Eddine Difallah, Ujwal Gadiraju

  • 出版商: Now Publishers Inc
  • 出版日期: 2017-12-20
  • 售價: $2,850
  • 貴賓價: 9.5$2,708
  • 語言: 英文
  • 頁數: 106
  • 裝訂: Paperback
  • ISBN: 168083374X
  • ISBN-13: 9781680833744
  • 海外代購書籍(需單獨結帳)

商品描述

Hybrid Human-Machine Information Systems leverage novel architectures that make systematic use of Human Computation by means of crowdsourcing. These architectures are capable of scaling over large amounts of data and simultaneously maintain high-quality data processing levels by introducing humans into the loop. Such hybrid systems have been developed to tackle a variety of problems and come with inter-disciplinary challenges. They need to deal with the full spectrum of challenges from the social science standpoint, such as understanding crowd workers behavior and motivations when performing tasks. These systems also need to overcome highly technical challenges like constraint optimization and resource allocation based on limited budgets and deadlines to be met.

This monograph introduces the area of Human Computation and present an overview of different applications for which Hybrid Human-Machine Information Systems have already been used in the realms of data management, information retrieval, natural language processing, semantic web, machine learning, and multimedia to better solve existing problems. Finally, it discusses current research directions, opportunities for the future development of such systems and their application in practice.

商品描述(中文翻譯)

混合人機資訊系統利用新穎的架構,透過群眾外包系統系統性地使用人類計算。這些架構能夠在大量數據上擴展,同時透過將人類納入循環來維持高品質的數據處理水平。這類混合系統已被開發用來解決各種問題,並面臨跨學科的挑戰。它們需要處理來自社會科學的全方位挑戰,例如理解群眾工作者在執行任務時的行為和動機。這些系統還需要克服高度技術性的挑戰,如基於有限預算和截止日期的約束優化和資源分配。

本專著介紹了人類計算的領域,並概述了混合人機資訊系統在數據管理、信息檢索、自然語言處理、語義網、機器學習和多媒體等領域已經應用的不同案例,以更好地解決現有問題。最後,討論了當前的研究方向、未來發展這類系統的機會及其實際應用。