EAN: 9783031004278

SYNTHESIS LECTURES ON ARTIFICIAL INTELLIGENCE A...

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

Aktuelle Preise zur EAN 9783031004278

Produktinformationen zur 9783031004278