Answering Queries using Humans, Algorithms and Databases
A. Parameswaran, und N. Polyzotis.
Conference on Inovative Data Systems Research (CIDR 2011), Seite 160--166. (Januar 2011)

For some problems, human assistance is needed in addition to automated (algorithmic) computation. In sharp contrast to existing data management approaches, where human input is either ad-hoc or is never used, we describe the design of the first declarative language involving human-computable functions, standard relational operators, as well as algorithmic computation. We consider the challenges involved in optimizing queries posed in this language, in particular, the tradeoffs between uncertainty, cost and performance, as well as combination of human and algorithmic evidence. We believe that the vision laid out in this paper can act as a road-map for a new area of data management research where human computation is routinely used in data analytics.

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@inproceedings{parameswaran2011answering,
  abstract = {For some problems, human assistance is needed in addition to automated (algorithmic) computation. In sharp contrast to existing data management approaches, where human input is either ad-hoc or is never used, we describe the design of the first declarative language involving human-computable functions, standard relational operators, as well as algorithmic computation. We consider the challenges involved in optimizing queries posed in this language, in particular, the tradeoffs between uncertainty, cost and performance, as well as combination of human and algorithmic evidence. We believe that the vision laid out in this paper can act as a road-map for a new area of data management research where human computation is routinely used in data analytics.},
  added-at = {2012-06-15T13:50:00.000+0200},
  author = {Parameswaran, Aditya and Polyzotis, Neoklis},
  biburl = {https://puma.uni-kassel.de/bibtex/28c11ab0f21767c79cd694a795eddf169/jaeschke},
  booktitle = {Conference on Inovative Data Systems Research (CIDR 2011)},
  interhash = {037601fdcba1c499a3e89b1427235489},
  intrahash = {8c11ab0f21767c79cd694a795eddf169},
  keywords = {algorithm cirg collective computing database human intelligence social},
  month = jan,
  pages = {160--166},
  timestamp = {2012-06-15T13:50:00.000+0200},
  title = {Answering Queries using Humans, Algorithms and Databases},
  url = {http://ilpubs.stanford.edu:8090/986/},
  year = 2011
}

%0 Conference Paper
%1 parameswaran2011answering
%A Parameswaran, Aditya
%A Polyzotis, Neoklis
%B Conference on Inovative Data Systems Research (CIDR 2011)
%D 2011
%K algorithm cirg collective computing database human intelligence social
%P 160--166
%T Answering Queries using Humans, Algorithms and Databases
%U http://ilpubs.stanford.edu:8090/986/
%X For some problems, human assistance is needed in addition to automated (algorithmic) computation. In sharp contrast to existing data management approaches, where human input is either ad-hoc or is never used, we describe the design of the first declarative language involving human-computable functions, standard relational operators, as well as algorithmic computation. We consider the challenges involved in optimizing queries posed in this language, in particular, the tradeoffs between uncertainty, cost and performance, as well as combination of human and algorithmic evidence. We believe that the vision laid out in this paper can act as a road-map for a new area of data management research where human computation is routinely used in data analytics.

PUMA

Answering Queries using Humans, Algorithms and Databases
A. Parameswaran, und N. Polyzotis.
Conference on Inovative Data Systems Research (CIDR 2011), Seite 160--166. (Januar 2011)

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PUMA

Answering Queries using Humans, Algorithms and DatabasesA. Parameswaran, und N. Polyzotis. Conference on Inovative Data Systems Research (CIDR 2011), Seite 160--166. (Januar 2011)

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Answering Queries using Humans, Algorithms and Databases
A. Parameswaran, und N. Polyzotis.
Conference on Inovative Data Systems Research (CIDR 2011), Seite 160--166. (Januar 2011)