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- W1642621435 abstract "Crowdsourcing provides a popular paradigm for data collection at scale. We study the problem of selecting subsets of workers from a given worker pool to maximize the accuracy under a budget constraint. One natural question is whether we should hire as many workers as the budget allows, or restrict on a small number of top-quality workers. By theoretically analyzing the error rate of a typical setting in crowdsourcing, we frame the worker selection problem into a combinatorial optimization problem and propose an algorithm to solve it efficiently. Empirical results on both simulated and real-world datasets show that our algorithm is able to select a small number of high-quality workers, and performs as good as, sometimes even better than, the much larger crowds as the budget allows." @default.
- W1642621435 created "2016-06-24" @default.
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- W1642621435 date "2015-02-02" @default.
- W1642621435 modified "2023-09-27" @default.
- W1642621435 title "Cheaper and Better: Selecting Good Workers for Crowdsourcing" @default.
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- W1642621435 doi "https://doi.org/10.48550/arxiv.1502.00725" @default.
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