Skip to main content

2018 | OriginalPaper | Buchkapitel

Do News Articles Have an Impact on Trading? - Korean Market Studies with High Frequency Data

verfasst von : Sungjae Yoon, Aiko Suge, Hiroshi Takahashi

Erschienen in: New Frontiers in Artificial Intelligence

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

News is an important source of information for investment decision-making. Many studies analyzing listed companies in the US & Japan have been reported. However, the number of studies focusing on Korean stock markets is limited. This study analyzes the influence of news articles on Korean stock markets with high frequency trading data. Especially, we focus on analyses of the relationship between news articles and financial markets. Furthermore, we also analyze differences in market reactions according to language (English or Korean) of news articles and present three case studies.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
Recent progress in computer science contributes to financial studies. Various kinds of methods proposed in computer science -such as support vector machine, deep learning, agent-based modeling and network analysis- have been applied to financial research [2, 17, 18].
 
2
Source: The World Bank.
 
3
Calculated from Korea Exchange (KRX) database and Nikkei Economic Electronic Databank System.
 
4
We previously showed that news articles have an impact on stock trading volume using the high frequency data of Samsung Electronics [21].
 
Literatur
1.
Zurück zum Zitat Antweiler, W., Frank, M.Z.: Is all that talk just noise? The information content of internet stock message boards. J. Financ. 59(3), 1259–1293 (2004)CrossRef Antweiler, W., Frank, M.Z.: Is all that talk just noise? The information content of internet stock message boards. J. Financ. 59(3), 1259–1293 (2004)CrossRef
3.
Zurück zum Zitat Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 81(3), 637–654 (1973)MathSciNetCrossRef Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 81(3), 637–654 (1973)MathSciNetCrossRef
4.
Zurück zum Zitat Campbell, J.Y., Lo, A.W., MacKinlay, A.C.: The Econometrics of Financial Markets. Princeton University Press, Princeton (1997)CrossRef Campbell, J.Y., Lo, A.W., MacKinlay, A.C.: The Econometrics of Financial Markets. Princeton University Press, Princeton (1997)CrossRef
5.
Zurück zum Zitat Dougal, C., Engelberg, J., Garcia, D., Parsons, C.A.: Journalists and the stock market. Rev. Financ. Stud. 25(3), 639–679 (2012)CrossRef Dougal, C., Engelberg, J., Garcia, D., Parsons, C.A.: Journalists and the stock market. Rev. Financ. Stud. 25(3), 639–679 (2012)CrossRef
6.
Zurück zum Zitat Engelberg, J., Reed, A.V., Ringgenberg, M.C.: How are shorts informed? Short sellers, news, and information processing. J. Financ. Econ. 105(2), 260–278 (2012)CrossRef Engelberg, J., Reed, A.V., Ringgenberg, M.C.: How are shorts informed? Short sellers, news, and information processing. J. Financ. Econ. 105(2), 260–278 (2012)CrossRef
7.
Zurück zum Zitat Fama, E.: Efficient capital markets: a review of theory and empirical work. J. Financ. 25(2), 383–417 (1970)CrossRef Fama, E.: Efficient capital markets: a review of theory and empirical work. J. Financ. 25(2), 383–417 (1970)CrossRef
8.
Zurück zum Zitat Goshima, K., Takahashi, H.: Quantifying news tone to analyze Tokyo stock exchange with recursive neural networks. Secur. Anal. J. 54(3), 76–86 (2016) Goshima, K., Takahashi, H.: Quantifying news tone to analyze Tokyo stock exchange with recursive neural networks. Secur. Anal. J. 54(3), 76–86 (2016)
9.
Zurück zum Zitat Goshima, K., Takahashi, H., Terano, T.: Estimating financial words’ negative-positive from stock prices. In: The 21st International Conference Computing in Economics and Finance (2015) Goshima, K., Takahashi, H., Terano, T.: Estimating financial words’ negative-positive from stock prices. In: The 21st International Conference Computing in Economics and Finance (2015)
10.
Zurück zum Zitat Goshima, K., Takahashi, H.: Analyzing the relationship between news articles and high frequency trading data in Japanese stock markets. In: The 24th Annual Meeting - Nippon Finance Association (2016) Goshima, K., Takahashi, H.: Analyzing the relationship between news articles and high frequency trading data in Japanese stock markets. In: The 24th Annual Meeting - Nippon Finance Association (2016)
11.
Zurück zum Zitat Ingersoll, J.E.: Theory of Financial Decision Making. Rowman & Littlefield, Lanham (1987) Ingersoll, J.E.: Theory of Financial Decision Making. Rowman & Littlefield, Lanham (1987)
12.
Zurück zum Zitat Kim, Y.M., Willett, T.D.: News and the behavior of the Korean stock market during the global financial crisis. Korea World Econ. 15(3), 395–419 (2014) Kim, Y.M., Willett, T.D.: News and the behavior of the Korean stock market during the global financial crisis. Korea World Econ. 15(3), 395–419 (2014)
13.
Zurück zum Zitat Lee, D.W., Cho, J.H.: Stock price reactions to news and the momentum effect in the korean stock market. Asia-Pac. J. Financ. Stud. 43, 556–588 (2014)CrossRef Lee, D.W., Cho, J.H.: Stock price reactions to news and the momentum effect in the korean stock market. Asia-Pac. J. Financ. Stud. 43, 556–588 (2014)CrossRef
14.
Zurück zum Zitat Loughran, T., McDonald, B.: When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks. J. Financ. 66(1), 35–65 (2011)CrossRef Loughran, T., McDonald, B.: When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks. J. Financ. 66(1), 35–65 (2011)CrossRef
15.
Zurück zum Zitat Luenberger, D.G.: Investment Science. Oxford University Press, Oxford (2000) Luenberger, D.G.: Investment Science. Oxford University Press, Oxford (2000)
16.
Zurück zum Zitat Sharpe, W.F.: Capital asset prices: a theory of market equilibrium under condition of risk. J. Financ. 19(3), 425–442 (1964) Sharpe, W.F.: Capital asset prices: a theory of market equilibrium under condition of risk. J. Financ. 19(3), 425–442 (1964)
17.
Zurück zum Zitat Takahashi, H., Terano, T.: Agent-based approach to investors’ behavior and asset price fluctuation in financial markets. J. Artif. Soc. Soc. Simul. 6(3), 1–3 (2003) Takahashi, H., Terano, T.: Agent-based approach to investors’ behavior and asset price fluctuation in financial markets. J. Artif. Soc. Soc. Simul. 6(3), 1–3 (2003)
18.
Zurück zum Zitat Takahashi, H.: An analysis of the influence of dispersion of valuations on financial markets through agent-based modeling. Int. J. Inf. Technol. Decis. Mak. 11, 143–166 (2012)CrossRef Takahashi, H.: An analysis of the influence of dispersion of valuations on financial markets through agent-based modeling. Int. J. Inf. Technol. Decis. Mak. 11, 143–166 (2012)CrossRef
19.
Zurück zum Zitat Tetlock, P.C.: Giving content to investor sentiment: the role of media in the stock market. J. Financ. 62(3), 1139–1168 (2007)CrossRef Tetlock, P.C.: Giving content to investor sentiment: the role of media in the stock market. J. Financ. 62(3), 1139–1168 (2007)CrossRef
20.
Zurück zum Zitat Tetlock, P.C., Saar-Tsechansky, M., Macskassy, S.: More than words: quantifying language to measure firms fundamentals. J. Financ 63(3), 1437–1467 (2008)CrossRef Tetlock, P.C., Saar-Tsechansky, M., Macskassy, S.: More than words: quantifying language to measure firms fundamentals. J. Financ 63(3), 1437–1467 (2008)CrossRef
21.
Zurück zum Zitat Yoon, S.J., Suge A., Takahashi H.: JSAI International Symposia on AI, Workshop 3: Artificial Intelligence of and for Business (AI-Biz 2017) Yoon, S.J., Suge A., Takahashi H.: JSAI International Symposia on AI, Workshop 3: Artificial Intelligence of and for Business (AI-Biz 2017)
Metadaten
Titel
Do News Articles Have an Impact on Trading? - Korean Market Studies with High Frequency Data
verfasst von
Sungjae Yoon
Aiko Suge
Hiroshi Takahashi
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-93794-6_9