Improved data quality can reduce algorithm bias
January 15, 2021 04:18 Source: "China Social Sciences" January 15, 2021, Issue 2091, January 15, 2021, Issue 2091, 2091

 bet365 best casino games January 13,"Dialogue" online publishing message,With the widespread application of artificial intelligence products in daily life,Is the algorithm accurate、Whether to bring prejudice as a question that people are most concerned。

Tiberio Caetano, chief scientist at the University of Sydney, Australia,It is difficult to correct the artificial intelligence system after making mistakes,Bet365 app download It is difficult to find。If the data set includes error data or prejudice data,The possibility of an artificial intelligence system will increase the error result,Evil algorithm deviation。

Caiertano further explained,Due to the lack of appropriate data training or inappropriate configuration in the system,At present, there are events that occur in the event deviation of the artificial intelligence system.。For example,The bank decides whether to issue a loan to the new applicant through the artificial intelligence system,The data set used by the system is from the financial status of the applicant who applied for a loan in the past、Employment history and bet365 best casino games other related information。This information is a decision made by the loan manager based on personal subjective consciousness,These data sets are existing deviations,Therefore, the decision made by the bank's artificial intelligence system will be inaccurate。

How to reduce algorithm bias,From the perspective of Kalitano,1 is to constantly update data,In particular, paying particular attention to obtaining data information of those representatives of insignificant people; second, pre -processing data,Edit on the necessary data set,Delete attribute information that is easy to generate prejudice; bet365 live casino games the third is to increase the complexity of the model,Simple artificial intelligence models are easily monitored or tampered with; fourth is to improve the system,The logic and parameters of the artificial intelligence system can be performed by actively adjustment to the algorithm bias。

In order to make the artificial intelligence system make more accurate decisions,Caiertano recommends that when using artificial intelligence technology,Constantly upgrade the design and test method of the system,to ensure that the conclusion is not affected by the deviation of the algorithm,Finally, close the system to monitor。Human beings must be responsible、Bet365 lotto review Use an artificial intelligence system in conjunction with morally,Strictly abide by laws and regulations,can finally create a more fair、More fair society。

  (Zhao Qi/Compilation

Editor in charge: Changchang
QR code icons 2.jpg
Key recommendation
The latest article
Graphics
bet365 live casino games
Video

Friendship link: Official Website of the Chinese Academy of Social Sciences |

Website filing number: Jinggong.com Anmi 11010502030146 Ministry of Industry and Information Technology: Beijing ICP No. 11013869

All rights reserved by China Social Sciences Magazine shall not be bet365 live casino games reprinted and used without permission

General Editor Email: zzszbj@126.com This website Contact information: 010-85886809 Address: 11-12, Building 1, Building 1, No. 15, Guanghua Road, Chaoyang District, Beijing: 100026