Statistical analysis with missing data
Statistical analysis with missing data
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Note on free lunches and cross-validation
Neural Computation
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Information Management for the Intelligent Organization
Information Management for the Intelligent Organization
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
EDGAR-analyzer: automating the analysis of corporate data contained in the SEC's EDGAR database
Decision Support Systems - Web retrieval and mining
Ontology Construction for Information Selection
ICTAI '02 Proceedings of the 14th IEEE International Conference on Tools with Artificial Intelligence
A simple rule-based part of speech tagger
ANLC '92 Proceedings of the third conference on Applied natural language processing
Event detection from online news documents for supporting environmental scanning
Decision Support Systems - Special issue: Knowledge management technique
Scanning world wide web documents with the vector space model
Decision Support Systems
Determinants of online merchant rating: Content analysis of consumer comments about Yahoo merchants
Decision Support Systems
Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web
Management Science
Discovering company revenue relations from news: A network approach
Decision Support Systems
Using text mining and sentiment analysis for online forums hotspot detection and forecast
Decision Support Systems
An extended tuning method for cost-sensitive regression and forecasting
Decision Support Systems
International Journal of Intelligent Systems in Accounting and Finance Management
Evaluating sentiment in financial news articles
Decision Support Systems
Credit Rating Change Modeling Using News and Financial Ratios
ACM Transactions on Management Information Systems (TMIS)
More applicable environmental scanning systems leveraging "modern" information systems
Information Systems and e-Business Management
BizPro: Extracting and categorizing business intelligence factors from textual news articles
International Journal of Information Management: The Journal for Information Professionals
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We develop a methodology for automatically analyzing text to aid in discriminating firms that encounter catastrophic financial events. The dictionaries we create from Management Discussion and Analysis Sections (MD&A) of 10-Ks discriminate fraudulent from non-fraudulent firms 75% of the time and bankrupt from nonbankrupt firms 80% of the time. Our results compare favorably with quantitative prediction methods. We further test for complementarities by merging quantitative data with text data. We achieve our best prediction results for both bankruptcy (83.87%) and fraud (81.97%) with the combined data, showing that that the text of the MD&A complements the quantitative financial information.