Fairness-oriented crowdsourcing tester recommendation method and device

A tester and fairness technology, applied in the computer field, can solve problems such as failure to get recommendations, affect the enthusiasm of testers, and lack of experience, and achieve the effect of alleviating unfairness and improving defect detection efficiency

Pending Publication Date: 2022-02-11
INST OF SOFTWARE - CHINESE ACAD OF SCI
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  • Summary
  • Abstract
  • Description
  • Claims
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Problems solved by technology

On the public testing platform, most of the public testing personnel are relatively inexperienced and learning workers. These workers prefer to be recommended, but they canno...

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  • Fairness-oriented crowdsourcing tester recommendation method and device
  • Fairness-oriented crowdsourcing tester recommendation method and device
  • Fairness-oriented crowdsourcing tester recommendation method and device

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Embodiment Construction

[0041] The technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the embodiments of the present invention. Obviously, the described embodiments are only specific embodiments of the present invention, not all of them. Based on the implementation manners in the present invention, all other implementation manners obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of the present invention.

[0042] The method of the invention comprises three parts: establishment of a personnel defect detection probability prediction model, personnel defect detection probability prediction, and fairness-oriented personnel recommendation.

[0043] The first is the establishment of the personnel defect detection probability prediction model, and the specific steps are as follows:

[0044] 1) Collect and preprocess historical public test task information, includi...

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Abstract

The invention discloses a fairness-oriented crowdsourcing tester recommendation method and device. The method comprises the following steps: representing a demand description of a crowdsourcing task as a descriptive term vector; according to the descriptive term vector and the attribute information of the to-be-recommended personnel, predicting the defect detection probability of each to-be-recommended personnel in the crowdsourcing task; and setting a plurality of fairness targets including maximization of the defect discovery probability and minimization of the recommendation frequency difference, and performing multi-target optimization to obtain a crowdsourcing tester recommendation result. According to the method, the unfairness problem can be relieved, more fair recommendation is generated, and on the basis of generating the more fair recommendation, the defect detection efficiency is not influenced, and the defect detection efficiency is improved.

Description

technical field [0001] The invention belongs to the field of computer technology, and in particular relates to a fairness-oriented crowdsourcing tester recommendation method and device. Background technique [0002] Crowdsourcing software testing (referred to as crowdtesting) means that before the software is officially released, the software company releases the test task to the crowdtesting platform on the Internet, and the crowdtesters on the platform perform the test and submit the crowdtesting report. Because software errors will lead to user loss and economic loss, crowd testing technology is widely used in the current software development or update process of Internet companies in the case of a relative shortage of professional testers in software companies. [0003] Since most of the testers do not have a professional software testing background and their abilities are uneven, the performance of different testers on the test tasks is obviously different; unsuitable t...

Claims

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Application Information

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IPC IPC(8): G06Q10/06G06F11/36
CPCG06Q10/063112G06F11/3672
Inventor 王俊杰王青胡军王丹丹
Owner INST OF SOFTWARE - CHINESE ACAD OF SCI
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