ShanghaiTech University Knowledge Management System
InvestLens: A Visual Analytics Approach to Inspecting the Dynamics of Venture Capital Investment Network | |
2023-02 | |
会议录名称 | THE 1ST INTERNATIONAL WORKSHOP ON BIG DATA ANALYTICS IN FINANCE AND COMMERCE AT ICDE 2023 |
ISSN | 1943-2895 |
页码 | 12-19 |
发表状态 | 已发表 |
DOI | 10.1109/CDEW58674.2023.00007 |
摘要 | Venture capital (VC) plays an important role in the development of Western economies, fostering innovation and renewal in the broader economy and revealing the dynamics of different frontier industries over time. However, discovering information about industry changes through VC data has been a challenge for partners and research scholars. Researchers have applied many statistical and empirical methods to explore trends and network relationships in VC, but they are often unable to explain how entities in such networks evolve, a difficulty created by the large, heterogeneous, and dynamic nature of VC data. To help them identify industry changes, we designed InvestLens, an interactive visual analytics system to explore the VC syndication network. It identifies the overall pattern and dynamic network evolution of VC and reveals the evolution of related industries. Two case studies and interviews with domain experts validate the validity of InvestLens. |
关键词 | venture capital investments heterogeneous network embedding dynamic graph visualization Investments Visualization Analytic approach Dynamic graph Dynamic graph visualization Graph visualization Heterogeneous network embedding Industry change Network embedding Venture Capital Venture capital investments Visual analytics |
会议名称 | IEEE 39th International Conference on Data Engineering (ICDE) |
出版地 | 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA |
会议地点 | null,Anaheim,CA |
会议日期 | APR 03-07, 2023 |
URL | 查看原文 |
收录类别 | EI ; CPCI-S |
语种 | 英语 |
资助项目 | Science and Technology Commission of Shanghai Municipality[22692112900] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS记录号 | WOS:001013921600003 |
出版者 | IEEE COMPUTER SOC |
EI入藏号 | 20232714361307 |
EI主题词 | Heterogeneous networks |
原始文献类型 | Conference article (CA) |
来源库 | IEEE |
引用统计 | 正在获取...
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文献类型 | 会议论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/286569 |
专题 | 信息科学与技术学院 创业与管理学院 创业与管理学院_PI研究组_洪苏婷组 信息科学与技术学院_硕士生 信息科学与技术学院_PI研究组_张海鹏组 信息科学与技术学院_PI研究组_李权组 |
通讯作者 | Tian, Yun; Liu, Jia |
作者单位 | 1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China 2.Univ Illinois, Dept Comp Sci, Champaign, IL USA 3.ABC CA Fund Management Co Ltd, Shanghai, Peoples R China 4.ShanghaiTech Univ, Sch Entrepreneurship & Management, Shanghai, Peoples R China |
第一作者单位 | 信息科学与技术学院 |
通讯作者单位 | 信息科学与技术学院 |
第一作者的第一单位 | 信息科学与技术学院 |
推荐引用方式 GB/T 7714 | Tian, Yun,Liu, Jia,Zhang, Xinyi,et al. InvestLens: A Visual Analytics Approach to Inspecting the Dynamics of Venture Capital Investment Network[C]. 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA:IEEE COMPUTER SOC,2023:12-19. |
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