https://scholars.lib.ntu.edu.tw/handle/123456789/636978
標題: | Exploration Reduction by Selecting a Hierarchical Order of Implicit Author Demographic Characterizations | 作者: | Chen, Chung Chi Huang, Hen Hsen HSIN-HSI CHEN |
關鍵字: | demographic characterization | Exploration reduction | Hierarchical order | 公開日期: | 1-一月-2023 | 卷: | 3477 | 來源出版物: | CEUR Workshop Proceedings | 摘要: | This paper focuses on the selection of hierarchical orders in multi-task architectures, a significant challenge in developing neural network architectures. We propose a systematic methodology based on the statistical results of the Apriori algorithm to arrange the order of co-training tasks. Our findings demonstrate that this approach can provide near-optimal performance, significantly reducing the exploration times in multi-task scenarios. The models developed using this methodology surpass state-of-the-art performances in flu vaccination intent prediction and music review sentiment analysis tasks, demonstrating its efficacy. |
URI: | https://scholars.lib.ntu.edu.tw/handle/123456789/636978 | ISSN: | 16130073 |
顯示於: | 資訊工程學系 |
在 IR 系統中的文件,除了特別指名其著作權條款之外,均受到著作權保護,並且保留所有的權利。