메뉴 건너뛰기




Volumn 2016-March, Issue , 2016, Pages 1072-1081

Analysis of how underlying topics in financial news affect stock prices using latent dirichlet allocation

Author keywords

[No Author keywords available]

Indexed keywords

COMMERCE; DATA MINING; FINANCE; PRESSES (MACHINE TOOLS); PUBLIC RELATIONS; STATISTICS;

EID: 84975505539     PISSN: 15301605     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HICSS.2016.137     Document Type: Conference Paper
Times cited : (51)

References (37)
  • 1
    • 0000480869 scopus 로고
    • Efficient capital markets: A review of theory and empirical work
    • E. F. Fama, "Efficient Capital Markets: A Review of Theory and Empirical Work, " Journal of Finance, vol. 25, no. 2, pp. 383-417, 1970.
    • (1970) Journal of Finance , vol.25 , Issue.2 , pp. 383-417
    • Fama, E.F.1
  • 5
    • 84878359983 scopus 로고    scopus 로고
    • Automated news reading: Stock price prediction based on financial news using context-capturing features
    • M. Hagenau, M. Liebmann, and D. Neumann, "Automated News Reading: Stock Price Prediction based on Financial News Using Context-Capturing Features, " Decision Support Systems, vol. 55, no. 3, pp. 685-697, 2013.
    • (2013) Decision Support Systems , vol.55 , Issue.3 , pp. 685-697
    • Hagenau, M.1    Liebmann, M.2    Neumann, D.3
  • 6
    • 77957346224 scopus 로고    scopus 로고
    • Research commentary-information transparency in businessto-consumer markets: Concepts, framework, and research agenda
    • N. Granados, A. Gupta, and R. J. Kauffman, "Research Commentary-Information Transparency in Businessto-Consumer Markets: Concepts, Framework, and Research Agenda, " Information Systems Research, vol. 21, no. 2, pp. 207-226, 2010.
    • (2010) Information Systems Research , vol.21 , Issue.2 , pp. 207-226
    • Granados, N.1    Gupta, A.2    Kauffman, R.J.3
  • 7
    • 84886500985 scopus 로고    scopus 로고
    • Information processing in electronic markets: Measuring subjective interpretation using sentiment analysis
    • J. F. George, Ed. Association for Information Systems
    • M. Liebmann, M. Hagenau, and D. Neumann, "Information Processing in Electronic Markets: Measuring Subjective Interpretation Using Sentiment Analysis, " in Proceedings of the International Conference on Information Systems (ICIS 2012), J. F. George, Ed. Association for Information Systems, 2012.
    • (2012) Proceedings of the International Conference on Information Systems (ICIS 2012)
    • Liebmann, M.1    Hagenau, M.2    Neumann, D.3
  • 8
    • 84872723164 scopus 로고    scopus 로고
    • Investigating the impact of media sentiment and investor attention on financial markets
    • M. Siering, "Investigating the Impact of Media Sentiment and Investor Attention on Financial Markets, " in Enterprise Applications and Services in the Finance Industry. Springer, 2013, vol. 135, pp. 3-19.
    • (2013) Enterprise Applications and Services in the Finance Industry. Springer , vol.135 , pp. 3-19
    • Siering, M.1
  • 9
    • 51049103207 scopus 로고    scopus 로고
    • Are investors influenced by how earnings press releases are written
    • E. Henry, "Are Investors Influenced by how Earnings Press Releases are Written" Journal of Business Communication, vol. 45, no. 4, pp. 363-407, 2008.
    • (2008) Journal of Business Communication , vol.45 , Issue.4 , pp. 363-407
    • Henry, E.1
  • 10
    • 84975492632 scopus 로고    scopus 로고
    • Measuring qualitative information in capital markets research
    • E. Henry and A. J. Leone, "Measuring Qualitative Information in Capital Markets Research, " Social Science Research Network, 2009.
    • (2009) Social Science Research Network
    • Henry, E.1    Leone, A.J.2
  • 11
    • 78650979144 scopus 로고    scopus 로고
    • When is a liability not a liability textual analysis, dictionaries, and 10-ks
    • T. Loughran and B. McDonald, "When is a Liability Not a Liability Textual Analysis, Dictionaries, and 10-Ks, " Journal of Finance, vol. 66, no. 1, pp. 35-65, 2011.
    • (2011) Journal of Finance , vol.66 , Issue.1 , pp. 35-65
    • Loughran, T.1    McDonald, B.2
  • 12
    • 34248193914 scopus 로고    scopus 로고
    • Giving content to investor sentiment: The role of media in the stock market
    • P. C. Tetlock, "Giving Content to Investor Sentiment: The Role of Media in the Stock Market, " Journal of Finance, vol. 62, no. 3, pp. 1139-1168, 2007.
    • (2007) Journal of Finance , vol.62 , Issue.3 , pp. 1139-1168
    • Tetlock, P.C.1
  • 14
    • 0002100754 scopus 로고
    • Stock price movements in response to stock issues under asymmetric information
    • W. S. Krasker, "Stock Price Movements in Response to Stock Issues under Asymmetric Information, " Journal of Finance, vol. 41, no. 1, pp. 93-105, 1986.
    • (1986) Journal of Finance , vol.41 , Issue.1 , pp. 93-105
    • Krasker, W.S.1
  • 15
    • 0039810699 scopus 로고
    • Equity issues and offering dilution
    • P. Asquith and D. W. Mullins Jr, "Equity Issues and Offering Dilution, " Journal of Financial Economics, vol. 15, no. 1, pp. 61-89, 1986.
    • (1986) Journal of Financial Economics , vol.15 , Issue.1 , pp. 61-89
    • Asquith, P.1    Mullins, D.W.2
  • 16
    • 0009903934 scopus 로고
    • Seasoned equity offerings: An empirical investigation
    • R. W. Masulis and A. N. Korwar, "Seasoned Equity Offerings: An Empirical Investigation, " Journal of Financial Economics, vol. 15, no. 1, pp. 91-118, 1986.
    • (1986) Journal of Financial Economics , vol.15 , Issue.1 , pp. 91-118
    • Masulis, R.W.1    Korwar, A.N.2
  • 17
    • 84977738336 scopus 로고
    • Equity issues and stock price dynamics
    • D. J. Lucas and R. L. McDonald, "Equity Issues and Stock Price Dynamics, " Journal of Finance, vol. 45, no. 4, pp. 1019-1043, 1990.
    • (1990) Journal of Finance , vol.45 , Issue.4 , pp. 1019-1043
    • Lucas, D.J.1    McDonald, R.L.2
  • 18
    • 49149146329 scopus 로고
    • Merger proposals, management discretion and stockholder wealth
    • P. Dodd, "Merger Proposals, Management Discretion and Stockholder Wealth, " Journal of Financial Economics, vol. 8, no. 2, pp. 105-137, 1980.
    • (1980) Journal of Financial Economics , vol.8 , Issue.2 , pp. 105-137
    • Dodd, P.1
  • 19
    • 48749149426 scopus 로고
    • Merger bids, uncertainty, and stockholder returns
    • P. Asquith, "Merger Bids, Uncertainty, and Stockholder Returns, " Journal of Financial Economics, vol. 11, no. 1, pp. 51-83, 1983.
    • (1983) Journal of Financial Economics , vol.11 , Issue.1 , pp. 51-83
    • Asquith, P.1
  • 20
    • 84859829845 scopus 로고    scopus 로고
    • Detecting deceptive discussions in conference calls
    • D. F. Larcker and A. A. Zakolyukina, "Detecting Deceptive Discussions in Conference Calls, " Journal of Accounting Research, vol. 50, no. 2, pp. 495-540, 2012.
    • (2012) Journal of Accounting Research , vol.50 , Issue.2 , pp. 495-540
    • Larcker, D.F.1    Zakolyukina, A.A.2
  • 21
    • 19744363773 scopus 로고    scopus 로고
    • The economic implications of corporate financial reporting
    • J. R. Graham, C. R. Harvey, and S. Rajgopal, "The Economic Implications of Corporate Financial Reporting, " Journal of Accounting and Economics, vol. 40, no. 1, pp. 3-73, 2005.
    • (2005) Journal of Accounting and Economics , vol.40 , Issue.1 , pp. 3-73
    • Graham, J.R.1    Harvey, C.R.2    Rajgopal, S.3
  • 22
    • 72149100994 scopus 로고    scopus 로고
    • The effect of disclosures by management, analysts, and business press on cost of capital, return volatility, and analyst forecasts: A study using content analysis
    • S. P. Kothari, X. Li, and J. E. Short, "The Effect of Disclosures by Management, Analysts, and Business Press on Cost of Capital, Return Volatility, and Analyst Forecasts: A Study Using Content Analysis, " The Accounting Review, vol. 84, no. 5, pp. 1639-1670, 2009.
    • (2009) The Accounting Review , vol.84 , Issue.5 , pp. 1639-1670
    • Kothari, S.P.1    Li, X.2    Short, J.E.3
  • 26
  • 29
    • 84861170800 scopus 로고    scopus 로고
    • Probabilistic Topic Models
    • D. M. Blei, "Probabilistic Topic Models," Communications of the ACM, vol. 55, no. 4, pp. 77-84, 2012.
    • (2012) Communications of the ACM , vol.55 , Issue.4 , pp. 77-84
    • Blei, D.M.1
  • 31
    • 79961227421 scopus 로고    scopus 로고
    • Topicmodels: An R Package for Fitting Topic Models
    • K. Hornik and B. Grün, "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, vol. 40, no. 13, pp. 1-30, 2011.
    • (2011) Journal of Statistical Software , vol.40 , Issue.13 , pp. 1-30
    • Hornik, K.1    Grün, B.2
  • 33
    • 67650696922 scopus 로고    scopus 로고
    • A Comparative Study of Utilizing Topic Models for Information Retrieval
    • Lecture Notes in Computer Science, D. Hutchison, T. Kanade, J. Kittler, J. M. Kleinberg, F. Mattern, J. C. Mitchell, M. Naor, O. Nierstrasz, C. Pandu Rangan, B. Steffen, M. Sudan, D. Terzopoulos, D. Tygar, M. Y. Vardi, G. Weikum, M. Boughanem, C. Berrut, J. Mothe, and C. Soule-Dupuy, Eds. Berlin, Heidelberg: Springer
    • X. Yi and J. Allan, "A Comparative Study of Utilizing Topic Models for Information Retrieval," in Advances in Information Retrieval, ser. Lecture Notes in Computer Science, D. Hutchison, T. Kanade, J. Kittler, J. M. Kleinberg, F. Mattern, J. C. Mitchell, M. Naor, O. Nierstrasz, C. Pandu Rangan, B. Steffen, M. Sudan, D. Terzopoulos, D. Tygar, M. Y. Vardi, G. Weikum, M. Boughanem, C. Berrut, J. Mothe, and C. Soule-Dupuy, Eds. Berlin, Heidelberg: Springer, 2009, vol.5478, pp. 29-41.
    • (2009) Advances in Information Retrieval, ser , vol.5478 , pp. 29-41
    • Yi, X.1    Allan, J.2
  • 36
    • 29144451456 scopus 로고    scopus 로고
    • Information Technology Outsourcing and Organizational Restructuring: An Explanation of Their Effects on Firm Value
    • J. Florin, M. Bradford, and D. Pagach, "Information Technology Outsourcing and Organizational Restructuring: An Explanation of Their Effects on Firm Value," Journal of High Technology Management Research, vol. 16, no. 2, pp. 241-253, 2005.
    • (2005) Journal of High Technology Management Research , vol.16 , Issue.2 , pp. 241-253
    • Florin, J.1    Bradford, M.2    Pagach, D.3
  • 37
    • 79956316230 scopus 로고    scopus 로고
    • On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations
    • Lecture Notes in Computer Science. Berlin, Germany: Springer
    • R. Arun, V. Suresh, C. E. Veni Madhavan, and M. N. Narasimha Murthy, "On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations," in Advances in Knowledge Discovery and Data Mining, ser. Lecture Notes in Computer Science. Berlin, Germany: Springer, 2010, vol. 6118, pp. 391-402.
    • (2010) Advances in Knowledge Discovery and Data Mining, Ser. , vol.6118 , pp. 391-402
    • Arun, R.1    Suresh, V.2    Veni Madhavan, C.E.3    Narasimha Murthy, M.N.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.