Common Laws Driving the Success in Show Business
Joint Authors
Zheng, Jiangbin
Wu, Chong
Feng, Zhenan
Zhang, Houwang
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-07-10
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
In this paper, we want to find out whether gender bias will affect the success and whether there are some common laws driving the success in show business.
We design an experiment, set the gender and productivity of an actor or actress in a certain period as the independent variables, and introduce deep learning techniques to do the prediction of success, extract the latent features, and understand the data we use.
Three models have been trained: the first one is trained by the data of an actor, the second one is trained by the data of an actress, and the third one is trained by the mixed data.
Three benchmark models are constructed with the same conditions.
The experiment results show that our models are more general and accurate than benchmarks.
An interesting finding is that the models trained by the data of an actor/actress only achieve similar performance on the data of another gender without performance loss.
It shows that the gender bias is weakly related to success.
Through the visualization of the feature maps in the embedding space, we see that prediction models have learned some common laws although they are trained by different data.
Using the above findings, a more general and accurate model to predict the success in show business can be built.
American Psychological Association (APA)
Wu, Chong& Feng, Zhenan& Zheng, Jiangbin& Zhang, Houwang. 2020. Common Laws Driving the Success in Show Business. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138887
Modern Language Association (MLA)
Wu, Chong…[et al.]. Common Laws Driving the Success in Show Business. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1138887
American Medical Association (AMA)
Wu, Chong& Feng, Zhenan& Zheng, Jiangbin& Zhang, Houwang. Common Laws Driving the Success in Show Business. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138887
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138887