Personalized Task Recommendation in Crowdsourcing Systems

This book examines the principles of and advances in personalized task recommendation in crowdsourcing systems, with the aim of improving their overall efficiency. It discusses the challenges faced by personalized task recommendation when crowdsourcing sy

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David Geiger

Personalized Task Recommendation in Crowdsourcing Systems

Progress in IS

More information about this series at http://www.springer.com/series/10440

David Geiger

Personalized Task Recommendation in Crowdsourcing Systems

David Geiger University of Mannheim Mannheim Germany

This book is based on a doctoral thesis submitted to the University of Mannheim.

ISSN 2196-8705 ISSN 2196-8713 (electronic) Progress in IS ISBN 978-3-319-22290-5 ISBN 978-3-319-22291-2 (eBook) DOI 10.1007/978-3-319-22291-2 Library of Congress Control Number: 2015950152 Springer Cham Heidelberg New York Dordrecht London © Springer International Publishing Switzerland 2016 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper Springer International Publishing AG Switzerland is part of Springer Science+Business Media (www.springer.com)

Abbreviations

API CI CSS DDD DOM HIT HTML HTTP IETF IP IS JAX-RS JS JSON REST RFC UI URI URL W3C

Application programming interface Confidence interval Cascading Style Sheets Domain-driven design Document Object Model Human Intelligence Task Hypertext Markup Language Hypertext Transfer Protocol Internet Engineering Task Force Internet Protocol Information systems Java API for RESTful Web Services JavaScript JavaScript Object Notation Representational State Transfer Request for Comments User interface Uniform Resource Identifier Uniform Resource Locator World Wide Web Consortium

v

ThiS is a FM Blank Page

Contents

1

Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.1 Research Context . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.2 Research Objective . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.3 Research Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

. . . .

1 1 3 5

2

Crowdsourcing Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.1 A Socio-Technical Perspective . . . .