Read the News, Not the Books: Forecasting Firms' Long-term Financial Performance via Deep Text Mining.
Shuang (Sophie) ZhaiZhu (Drew) ZhangPublished in: ACM Trans. Manag. Inf. Syst. (2023)
Keyphrases
- short term
- text mining
- long term
- stock market
- financial news
- medium term
- financial information
- investment decisions
- financial ratios
- forecasting model
- news articles
- failure prediction
- text documents
- financial data
- financial services
- financial time series
- knowledge discovery
- stock price
- information extraction
- natural language processing
- information technology
- competitive advantage
- textual documents
- textual data
- information systems
- foreign exchange
- text classification
- bankruptcy prediction
- data mining
- topic models
- machine learning
- investment strategies
- financial forecasting
- information retrieval
- text categorisation
- text clustering
- stock exchange
- online news
- developed countries
- exchange rate
- news items
- stock returns
- portfolio optimization
- news video
- financial markets
- news stories
- web mining
- keywords
- decision making
- scientific literature
- trading systems
- production cost
- databases
- user generated content
- developing countries
- document clustering
- digital libraries
- offshore outsourcing