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【学术报告】Hybrid Collective Intelligence and Its Applications in False News Detection

时间:2022-06-01 作者: 浏览:

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报告题目:Hybrid Collective Intelligence and Its Applications in False News Detection

报 告 人:魏煊 助理教授

授报告时间:2022年6月9日10:00

腾讯会议:192 849 177

主 持 人:董雪艳 助理教授

报告摘要:

Although the past decade has witnessed the great rise of Artificial Intelligence (AI), it is still broadly acknowledged that the current AI approaches have systematic weaknesses and blind spots in many applications. There is strong motivation to develop hybrid collective intelligence systems which tap into the complementary strengths of humans and machines and the power of collective intelligence. This report is going to introduce hybrid collective intelligence and show how to apply it in the task of false news detection

The explosive spread of false news on social media has severely affected many areas such as news ecosystems, politics, economics, and public trust, especially amid the COVID-19 infodemic. We propose combining these two types of scalable crowd judgments with machine intelligence to tackle the false news crisis. Specifically, we design a hybrid framework called CAND, which first extracts relevant human and machine judgments from data sources including news features and scalable crowd intelligence. The extracted information is then aggregated by an unsupervised Bayesian aggregation model. Evaluation based on Weibo and Twitter datasets demonstrates the effectiveness of such hybrid approach and the superior performance of the proposed framework in comparison with the benchmark methods.

报告人简介:

魏煊,上海交通大学安泰经济与永利皇宫463cc助理教授。博士毕业于美国亚利桑那大学Eller商学院。主要研究领域为人工智能、混合智慧、群体智慧、社交媒体分析等。以主要参与人的身份参与国家自然科学基金重大项目子课题,并入选两项上海市人才项目,包括“晨光计划”等。发表多篇高水平期刊论文,包括UTD列表的MIS Quarterly, INFORMS Journal on Computing, Nature子刊Nature Human Behaviour等。

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