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Human Computation

English · Paperback / Softback

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Klappentext Human computation is a new and evolving research area that centers around harnessing human intelligence to solve computational problems that are beyond the scope of existing Artificial Intelligence (AI) algorithms. With the growth of the Web, human computation systems can now leverage the abilities of an unprecedented number of people via the Web to perform complex computation. There are various genres of human computation applications that exist today. Games with a purpose (e.g., the ESP Game) specifically target online gamers who generate useful data (e.g., image tags) while playing an enjoyable game. Crowdsourcing marketplaces (e.g., Amazon Mechanical Turk) are human computation systems that coordinate workers to perform tasks in exchange for monetary rewards. In identity verification tasks, users perform computation in order to gain access to some online content; an example is reCAPTCHA, which leverages millions of users who solve CAPTCHAs every day to correct words in books that optical character recognition (OCR) programs fail to recognize with certainty. This book is aimed at achieving four goals: (1) defining human computation as a research area; (2) providing a comprehensive review of existing work; (3) drawing connections to a wide variety of disciplines, including AI, Machine Learning, HCI, Mechanism/Market Design and Psychology, and capturing their unique perspectives on the core research questions in human computation; and (4) suggesting promising research directions for the future. Table of Contents: Introduction / Human Computation Algorithms / Aggregating Outputs / Task Routing / Understanding Workers and Requesters / The Art of Asking Questions / The Future of Human Computation Zusammenfassung This book is aimed at achieving four goals: defining human computation as a research area; providing a comprehensive review of existing work; drawing connections to a wide variety of disciplines and capturing their unique perspectives on the core research questions in human computation; and suggesting promising research directions for the future. ...

Product details

Authors Luis von Ahn, Edith Law, Luis von Ahn
Publisher External catalogues_US
 
Languages English
Product format Paperback / Softback
Released 08.07.2011
 
EAN 9781608455164
ISBN 978-1-60845-516-4
Dimensions 192 mm x 238 mm x 8 mm
Series Synthesis Lectures on Artifici
Synthesis Lectures on Artifici
Synthesis Lectures on Artificial Intelligence and Machine Learning
Subjects Guides
Natural sciences, medicine, IT, technology > IT, data processing > IT

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