Evaluation of News-Based Trading Strategies

被引:4
作者
Feuerriegel, Stefan [1 ]
Neumann, Dirk [1 ]
机构
[1] Univ Freiburg, Informat Syst Res, Pl Alten Synagoge, D-79098 Freiburg, Germany
来源
ENTERPRISE APPLICATIONS AND SERVICES IN THE FINANCE INDUSTRY, FINANCECOM 2014 | 2014年 / 217卷
关键词
Financial news; Decision support; Trading strategies; Text mining; Sentiment analysis; STOCK-MARKET PREDICTION; INFORMATION-CONTENT; INVESTOR SENTIMENT; TEXTUAL ANALYSIS; CATEGORIZATION; NOISE;
D O I
10.1007/978-3-319-28151-3_2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The marvel of markets lies in the fact that dispersed information is instantaneously processed by adjusting the price of goods, services and assets. Financial markets are particularly efficient when it comes to processing information; such information is typically embedded in textual news that is then interpreted by investors. Quite recently, researchers have started to automatically determine news sentiment in order to explain stock price movements. Interestingly, this so-called news sentiment works fairly well in explaining stock returns. In this paper, we attempt to design trading strategies that are built on textual news in order to obtain higher profits than benchmark strategies achieve. Essentially, we succeed by showing evidence that a news-based trading strategy indeed outperforms our benchmarks by a 9.06-fold performance.
引用
收藏
页码:13 / 28
页数:16
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