Tao Fan

Tao Fan

Ph.D. candidate in Nanjing University

Bio

  • Ph.D. candidate in School of Information Management, Nanjing University.
  • My research interests mainly include the construction and application of Knowledge Graph in digital humantities, and some basic NLP tasks such as named entity recognition, attribute extraction, relation extraction, etc. Additionally, sentiment analysis and multimodal machine learning are also what I work on.

Education

  • Ph.D. in Information Science
    Nanjing University, Nanjing, China (2020 - )
    Supervisor: Prof. Hao Wang
  • Visiting Ph.D. student in Digital Humanities
    University of Bern, Bern, Switzerland (2022 - )
    Supervisor: Prof. Tobias Hodel
  • M.S. in Information Science
    Nanjing University of Science and Technology, Nanjing, China (2017 - 2020)
    Supervisor: Prof. Peng Wu
  • B.M. in Information Management and Information System
    China Jiliang University, Hangzhou, China (2013 - 2017)

Experience

  • Intern, Suning Finance (05/2018 - 10/2018)

Publication

  • Fan T and Wang H. Research of Chinese Intangible Cultural Heritage Knowledge Graph Construction and Attribute Value Extraction with Graph Attention Network. Information Processing & Management, 2022, 59(1). https://doi.org/10.1016/j.ipm.2021.102753.
  • Fan T and Wang H. Multimodal Sentiment Analysis of Intangible Cultural Heritage Songs with Strengthened Audio Features-Guided Attention[J]. Journal of Information Science, 2022. (Accepted)
  • Fan T and Wang H. Intangible Cultural Heritage Knowledge Graph Construction and Application. Doctoral Colloquium, iConference, 2022.
  • 范涛, 王昊, 陈玥彤.基于深度迁移学习的地方志多模态命名实体识别研究[J].情报学报,2022,41(04):412-423.
  • 范涛, 王昊, 李跃艳, 邓三鸿. 基于多模态融合的非遗图片分类研究[J]. 数据分析与知识发现, 2022, 6(2/3): 329-337.
  • 范涛, 王昊, 林克柔, 刘渊晨, 王鑫芸. 基于视觉的网络舆情事件中网民情感分析研究[J]. 情报资料工作. 2022. (in press)
  • 范涛, 王昊, 张卫, 李晓敏. 基于机器阅读理解的非遗命名实体识别研究. 数据分析与知识发现. 2022. (in press)
  • 范涛, 王昊, 张宝隆. 基于远程监督和深度学习的非物质文化遗产文本属性抽取研究[J].情报理论与实践,2021,44(10):1-7+17.
  • 范涛, 王昊, 吴鹏. 基于图卷积神经网络和依存句法分析的网民负面情感分析研究[J].数据分析与知识发现,2021,5(09):97-106.
  • 范涛, 吴鹏, 王昊, 凌晨. 基于多模态联合注意力机制的网民情感分析研究[J]. 情报学报,2021,40(6):656-665.
  • 范涛, 王昊, 郝琳娜, 王诗琴.基于视频上下文和高维融合的突发事件中网民情感分析研究[J]. 情报科学,2021,39(05):176-183.
  • 范涛, 吴鹏, 曹琪. 基于深度学习的多模态融合网民情感识别研究[J]. 信息资源管理学报, 2020, 10(1): 39-48.
  • Fan T, Wu P, Zhu P. The sentiment recognition of online users based on DNNs multimodal fusion[J]. Proceedings of the Association for Information Science and Technology, 2019, 56(1): 89-97.

Service

Reviewer:

  • Expert Systems with Applications
  • Social Science Computer Review
  • Proceedings of Association for Information Science & Technology (ASIS&T)
  • iConference

Competition

  • Third Prize of the 16th “Huawei Cup” China Graduate Mathematical Modeling Contest, 2019.11, Captain of the team
  • First Prize of Jiangsu Graduate Mathematical Contest in Modeling, 2019.8

Honor

  • Outstanding Graduate Student Cadre of Nanjing University, 2021.12
  • 第三届“数据分析与知识发现”学术研讨会（DAKD2021）优秀论文, 2021.10
  • 第十一届全国博士生论坛优秀论文三等奖, 2021.9
  • Excellent Master (Academic Degree) Dissertation of Nanjing University of Science and Technology, 2021.6
    • Title: 基于深度学习的图文融合的网民情感识别研究 (Fusing texts and images to recognize the sentiment of online users based on Deep Learning)
  • 南京大学信息管理学院优秀共青团干部, 2021.3
  • Outstanding Student Leader of Jiangsu Province, 2020.5
  • Excellent Graduate Student of Nanjing University of Science and Technology, 2020.4
  • Outstanding Student Leader of Nanjing University of Science and Technology, 2019.9

Award

  • Pillar excellence scholarship, Nanjing University, 2021.12
  • First prize for doctoral merit scholarship, Nanjing University, 2021.11
  • Doctoral Academic scholarship, Nanjing University, 2020.11;2021.11
  • First-class Academic Scholarship of Nanjing University of Science and Technology, 2017; 2019
  • First-class Academic Scholarship of Nanjing University of Science and Technology, 2017; 2019
  • Excellent Scholarship in Arts and Sports of China Jiliang University, 2014

Presentation

  • Intangible Cultural Heritage Knowledge Graph Construction and Application, Feb. 2022
    • Doctoral Colloquium, iConference, virtual
  • 基于多模态融合的非遗图片分类研究, Oct. 2021
    • 3rd Proceeding of Data Analysis and Knowledge Discovery , Shenzhen, China
  • 基于视觉的网络舆情事件中网民情感分析研究, Sept. 2021
    • 11th National Doctoral Forum in Information Science, Changchun, China
  • 基于视频上下文和高维融合的突发事件中网民情感分析研究, Oct. 2020
    • 10th National Doctoral Forum in Information Science, Guangzhou, China
  • The sentiment recognition of online users based on DNNs multimodal fusion, Oct. 2019
    • 82nd Annual Meeting of the Association for Information Science and Technology, Melbourne, Australia