| Document Date: 2014-09-15 15:12:31
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Company Amazon / Twitter / Creative Commons / Intel / / Currency cent / / / Event Product Issues / Product Recall / / Facility Purna Sarkar† Michael Franklin† Michael Jordan† Samuel Madden‡ University of Michigan / / IndustryTerm entity resolution algorithms / machine learning algorithms / query processing techniques / et al. algorithm / textbook algorithms / database systems / active learning algorithm / interactive search interface / neural networks / image detection algorithm / least effective algorithms / et al. algorithms / search task / active learning algorithms / real-world applications / classification algorithm / web-scale datasets / unsupervised clustering algorithm / computing / online corpus12 / learning algorithms / / MarketIndex set 10 / / OperatingSystem Linux / / Organization University of Michigan / Ann Arbor / MIT / UC Berkeley / VLDB Endowment / / Person max b / Samuel Madden / Michael Franklin / Michael Jordan / / Position crowd worker / model for 10K tweets. budget allocation schemes / photographer / / Product MinExpError / iPhone / Apple iPhone 4 Smartphone / Uncertainty / Amazon Mechanical / iPad / F1-measure / / ProgrammingLanguage MATLAB / ML / / ProvinceOrState Alabama / Hawaii / / Technology Brew et al. algorithm / 0.8 PBA Algorithm / three algorithms / RAM / machine learning algorithms / AL algorithm / generalpurpose AL algorithm / image detection algorithm / 1.1 Design Criteria An AL algorithm / Linux / AL algorithms / unsupervised clustering algorithm / active learning algorithms / 3.2 Uncertainty Algorithm Our Uncertainty algorithm / following learning algorithms / entity resolution algorithms / machine learning / classification algorithm / recent AL algorithms / L. Our MinExpError algorithm / essentially ranking algorithms / Uncertainty algorithm / proposed AL algorithms / 2.4 GHz processors / active learning algorithm / 125 algorithms / Brew et al. algorithms / MinExpError algorithm / PBA algorithm / textbook algorithms / two AL algorithms / / URL http /
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Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning Barzan Mozafari⋆ ⋆ Purna Sarkar† Michael Franklin† Michael Jordan† Samuel Madden‡