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The ActiveCrowdToolkit: An Open-Source Tool for Benchmarking Active Learning Algorithms for Crowdsourcing Research

Venanzi, Matteo, Parson, Oliver, Rogers, Alex and Jennings, Nicholas R. (2015) The ActiveCrowdToolkit: An Open-Source Tool for Benchmarking Active Learning Algorithms for Crowdsourcing Research At The Third AAAI Conference on Human Computation and Crowdsourcing (HCOMP-2015).

Record type: Conference or Workshop Item (Paper)

Abstract

We present an open-source toolkit that allows the easy comparison of the performance of active learning methods over a series of datasets. The toolkit allows such strategies to be constructed by combining a judgement aggregation model, task selection method and worker selection method. The toolkit also provides a user interface which allows researchers to gain insight into worker performance and task classification at runtime.

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More information

Published date: 18 August 2015
Venue - Dates: The Third AAAI Conference on Human Computation and Crowdsourcing (HCOMP-2015), 2015-08-18
Organisations: Agents, Interactions & Complexity

Identifiers

Local EPrints ID: 380666
URI: http://eprints.soton.ac.uk/id/eprint/380666
PURE UUID: 3b7ff677-fd0a-4d69-ae56-15f489e09171

Catalogue record

Date deposited: 18 Aug 2015 11:01
Last modified: 17 Jul 2017 20:34

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Contributors

Author: Matteo Venanzi
Author: Oliver Parson
Author: Alex Rogers
Author: Nicholas R. Jennings

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