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Crowdsourced Data Management

Hybrid Machine-Human Computing

  • Guoliang Li
  • Jiannan Wang
  • Yudian Zheng
  • Ju Fan
  • Michael J. Franklin

Table of contents

  1. Front Matter
    Pages i-xii
  2. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 1-10
  3. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 11-20
  4. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 21-44
  5. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 45-62
  6. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 63-70
  7. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 71-95
  8. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 97-154
  9. Guoliang Li, Jiannan Wang, Yudian Zheng, Ju Fan, Michael J. Franklin
    Pages 155-158
  10. Back Matter
    Pages 159-159

About this book

Introduction

This book provides an overview of crowdsourced data management. Covering all aspects including the workflow, algorithms and research potential, it particularly focuses on the latest techniques and recent advances. The authors identify three key aspects in determining the performance of crowdsourced data management: quality control, cost control and latency control. By surveying and synthesizing a wide spectrum of studies on crowdsourced data management, the book outlines important factors that need to be considered to improve crowdsourced data management. It also introduces a practical crowdsourced-database-system design and presents a number of crowdsourced operators. Self-contained and covering theory, algorithms, techniques and applications, it is a valuable reference resource for researchers and students new to crowdsourced data management with a basic knowledge of data structures and databases.

Keywords

Big Data Management Crowdsourced Data Management Human Computation Hybrid Machine-Human Computation Quality Control Cost Control Latency Control

Authors and affiliations

  • Guoliang Li
    • 1
  • Jiannan Wang
    • 2
  • Yudian Zheng
    • 3
  • Ju Fan
    • 4
  • Michael J. Franklin
    • 5
  1. 1.Department of Computer Science and TechnologyTsinghua UniversityBeijingChina
  2. 2.School of Computing ScienceSimon Fraser UniversityBurnabyCanada
  3. 3.Twitter Inc.San FranciscoUSA
  4. 4.DEKE Lab & School of InformationRenmin University of ChinaBeijingChina
  5. 5.Department of Computer ScienceUniversity of ChicagoChicagoUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-981-10-7847-7
  • Copyright Information Springer Nature Singapore Pte Ltd. 2018
  • Publisher Name Springer, Singapore
  • eBook Packages Computer Science
  • Print ISBN 978-981-10-7846-0
  • Online ISBN 978-981-10-7847-7
  • Buy this book on publisher's site