Collecting Data With the Crowd

作者: Katherine Elizabeth Trushkowsky

DOI:

关键词:

摘要: Author(s): Trushkowsky, Katherine Elizabeth | Advisor(s): Franklin, Michael J Abstract: Hybrid human/machine database and search systems promise to greatly expand the usefulness of query processing by incorporating human knowledge experience via "crowdsourcing" into existing for data gathering other tasks. Of course, such raise many implementation questions. For example, how can we reason about result quality in a hybrid system? How best combine benefits machine computation computation? In this thesis describe attacked these challenges developing statistical tools that enable users developers completeness systems, as well combining automated engines. We present evaluations techniques using experiments run on popular crowdsourcing platform, Amazon's Mechanical Turk.

参考文章(104)
Katie Shilton, Nithya Ramanathan, Vids Samanta, Mani Srivastava, Ruth West, Deborah Estrin, Jeffrey Goldman, Sasank Reddy, Jeffrey A. Burke, Mark Hansen, Participatory Sensing: A Citizen-Powered Approach to Illuminating the Patterns that Shape our World ,(2009)
Robbie Nakatsu, Elissa Grossman, Designing Effective User Interfaces for Crowdsourcing: An Exploratory Study Human Interface and the Management of Information. Information and Interaction Design. pp. 221- 229 ,(2013) , 10.1007/978-3-642-39209-2_26
Vaughn Hester, David Oleson, Alexander Sorokin, John Le, Lukas Biewald, Greg Laughlin, Programmatic gold: targeted and scalable quality assurance in crowdsourcing national conference on artificial intelligence. pp. 43- 48 ,(2011)
Hector Garcia-Molina, Neoklis Polyzotis, Luca de Alfaro, James Davis, Vassilis Polychronopoulos, Human-Powered Top-k Lists international workshop on the web and databases. pp. 25- 30 ,(2013)
An Introduction to Probability John Wiley & Sons, Inc.. pp. 1- 26 ,(2008) , 10.1002/9780470282052.CH1
Hector Garcia-Molina, Jennifer Widom, Aditya G. Parameswaran, Ming Han Teh, DataSift: An Expressive and Accurate Crowd-Powered Search Toolkit national conference on artificial intelligence. ,(2013)
Oren Etzioni, Erik Selberg, Multi-Engine Search and Comparison Using the MetaCrawler. World Wide Web J.. ,vol. 1, ,(1996)
Robert C. Miller, Samuel R. Madden, Eugene Wu, Adam Marcus, David R. Karger, Crowdsourced Databases: Query Processing with People conference on innovative data systems research. pp. 211- 214 ,(2011)