蔡曉妍，女，博士，西北工業大學自動化學院副教授。
基本介紹
- 中文名：蔡曉妍
- 學位/學歷：博士
- 職業：教師
- 專業方向：控制科學與工程-模式識別與智慧型系統
- 任職院校：西北工業大學
個人經歷,主講課程,研究方向,學術成果,
個人經歷
工作經歷 Work Experience
2016.4-至今 西北工業大學自動化學院 副教授
2011.7-2016.3 西北農林科技大學信息工程學院 講師，副教授
2009.6-2011.6 香港理工大學電子計算學系博放奔奔士後
教育經歷 Education Experience
2000.09-2004.06 西北工業大學 自動化專業 學煉墓辯拔士
主講課程
《數據挖掘》 本科生課程
《信息檢索導論》 研究生課程
研究方向
自然語言處理、信息檢索
學術成果
主持科研項目：
(1) 國家自然科學基金面上項目：基於異構文獻網路表示學習的個性化引文推薦技術研究, 2019.1-2022.12
(2) 國家自然科學基金青年科學基金項目：基於學術文獻引文的自動摘要關鍵技術研究, 2014.1-2016.12
(3) 教育部人文社會科學研究青年基金項目：基於深度學習的局部引文推薦方法研究, 2018.1-2020.12
(4) 陝西省自然科學基金青年項目：基於注意力機制的文檔摘要生成方法, 2018.1-2019.12
(5) 中國博士後科學基金面去套上項目：基於圖表示學習的引文推薦方法研究, 2017.10-2019.10
(6) 陝西省博士後科研項目：基於LSTM的局部引文推薦方法研究, 2017.11-2018.12
(7) 中央高校基本科研業務費資助項目(啟動費)：基於深度學墊譽辯想習的生成式摘要方法研究. 2016.4-2017.12
編寫教材
蔡曉妍，楊黎斌，張曉婷，李梅. 《商務智慧型與數據挖掘（第二版）》. 清華大學出版社，背厚束2018.3. 主編
楊黎斌，戴航，蔡曉妍. 《網路信息內容安全》. 清華大學鍵承旬出版社, 2017.2. 副主編
學術成尋講放果 Academic Achievements
[1] Xiaoyan Cai, Junwei Han, Wenjie Li, Renxian Zhang, Shirui Pan and Libin Yang. A Three-Layered Mutually Reinforced Model for Personalized Citation Recommendation. IEEE Transactions on Neural Networks and Learning Systems. DOI: 10.1109/TNNLS.2018.2817245.
[2] Xiaoyan Cai, Junwei Han and Libin Yang. Generative Adversarial Network based Heterogeneous Bibliographic Network Representation for Personalized Citation Recommendation. In Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI2018). New Orleans, Louisiana, USA, pp.5747-5754, 2018.
[3] Xiaoyan Cai, Junwei Han, Shirui Pan and Libin Yang. Heterogeneous Information Network Embedding based Personalized Query-Focused Astronomy Reference Paper Recommendation. International Journal of Computational Intelligence Systems. Vol.11, pp.591-599, 2018.
[4] Xiaoyan Cai, Junwei Han, Lei Guo, Libin Yang. Double-Hypergraph Based Sentence Ranking for Query-Focused Multi-document Summarizaton. WI Workshops 2016, pp.112-118.
[5] Xiaoyan Cai, Wenjie Li, Renxian Zhang. Enhancing diversity and coverage of document summaries through subspace clustering and clustering-based optimization. Information Sciences, 279, pp. 764-775, 2014.
[6] Xiaoyan Cai, Wenjie Li, Renxian Zhang. Combining co-clustering with noise detection for theme-based summarization. ACM Transactions on Speech and Language Processing, vol.10, no.4, 16:1-16:27, 2013
[7] Xiaoyan Cai, Wenjie Li. Ranking through clustering: an integrated approach to multi-document summarization, IEEE Transactions on Audio, Speech and Language Processing, vol.21, no.7, pp.1424-1433, 2013.
[8] Xiaoyan Cai, Wenjie Li. Mutually Reinforced Manifold-Ranking Based Relevance Propagation Model for Query-Focused Multi-Document Summarization. IEEE Transactions on Audio, Speech and Language Processing, vol.20, no.5, pp.1597-1607, 2012.
[9] Xiaoyan Cai, Wenjie Li. A spectral analysis approach to document summarization: Clustering and ranking sentences simultaneously. Information Sciences, vol.181, no.18, pp.3816-3827, 2011.
[10] Xiaoyan Cai, Wenjie Li. Enhancing sentence-level clustering with integrated and interactive frameworks for theme-based summarization. Journal of the American Society for Information Science and Technology (JASIST), vol.62, no.10, pp.2067-2082, 2011.
[11] Xiaoyan Cai, Wenjie Li, Ouyang You, Hong Yan. Simultaneous Ranking and Clustering of Sentences: A Reinforcement Approach to Multi-Document Summarization. The 23rd International Conference on Computational Linguistics (COLING2010), pp.134-142, 2010.
[12] Xiaoyan Cai, Wenjie Li. A Context-Sensitive Manifold Ranking Approach to Query-Focused Multi-document Summarization. The 11th Pacific Rim International Conference on Artificial Intelligence (PRICAI2010), pp.27-38, 2010.
[3] Xiaoyan Cai, Junwei Han, Shirui Pan and Libin Yang. Heterogeneous Information Network Embedding based Personalized Query-Focused Astronomy Reference Paper Recommendation. International Journal of Computational Intelligence Systems. Vol.11, pp.591-599, 2018.
[4] Xiaoyan Cai, Junwei Han, Lei Guo, Libin Yang. Double-Hypergraph Based Sentence Ranking for Query-Focused Multi-document Summarizaton. WI Workshops 2016, pp.112-118.
[5] Xiaoyan Cai, Wenjie Li, Renxian Zhang. Enhancing diversity and coverage of document summaries through subspace clustering and clustering-based optimization. Information Sciences, 279, pp. 764-775, 2014.
[6] Xiaoyan Cai, Wenjie Li, Renxian Zhang. Combining co-clustering with noise detection for theme-based summarization. ACM Transactions on Speech and Language Processing, vol.10, no.4, 16:1-16:27, 2013
[7] Xiaoyan Cai, Wenjie Li. Ranking through clustering: an integrated approach to multi-document summarization, IEEE Transactions on Audio, Speech and Language Processing, vol.21, no.7, pp.1424-1433, 2013.
[8] Xiaoyan Cai, Wenjie Li. Mutually Reinforced Manifold-Ranking Based Relevance Propagation Model for Query-Focused Multi-Document Summarization. IEEE Transactions on Audio, Speech and Language Processing, vol.20, no.5, pp.1597-1607, 2012.
[9] Xiaoyan Cai, Wenjie Li. A spectral analysis approach to document summarization: Clustering and ranking sentences simultaneously. Information Sciences, vol.181, no.18, pp.3816-3827, 2011.
[10] Xiaoyan Cai, Wenjie Li. Enhancing sentence-level clustering with integrated and interactive frameworks for theme-based summarization. Journal of the American Society for Information Science and Technology (JASIST), vol.62, no.10, pp.2067-2082, 2011.
[11] Xiaoyan Cai, Wenjie Li, Ouyang You, Hong Yan. Simultaneous Ranking and Clustering of Sentences: A Reinforcement Approach to Multi-Document Summarization. The 23rd International Conference on Computational Linguistics (COLING2010), pp.134-142, 2010.
[12] Xiaoyan Cai, Wenjie Li. A Context-Sensitive Manifold Ranking Approach to Query-Focused Multi-document Summarization. The 11th Pacific Rim International Conference on Artificial Intelligence (PRICAI2010), pp.27-38, 2010.
