University of Taipei:Item 987654321/9105
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    题名: Risk Ranking from Financial Reports
    作者: 王釧茹
    蔡銘峰
    贡献者: 台北市立大學
    國立政治大學
    关键词: Ranking
    Soft Information
    Volatility
    Financial Report
    日期: 2013
    上传时间: 2013-08-06 11:37:44 (UTC+8)
    摘要: This paper attempts to use soft information in finance to rank the risk levels of a set of companies. Specifically, we deal with a ranking problem with a collection of financial reports, in which each report is associated with a company. By using text information in the reports, which is so-called the soft information, we apply learning-to-rank techniques to rank a set of companies to keep them in line with their relative risk levels. In our experiments, a collection of financial reports, which are annually published by publicly-traded companies, is employed to evaluate our ranking approach; moreover, a regression-based approach is also carried out for comparison. The experimental results show that our ranking approach not only significantly outperforms the regression-based one, but identifies some interesting relations between financial terms.
    显示于类别:[資訊科學系] 研究計畫or研究報告

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