Text analysis in unsupported languages
AssigneeInternational Business Machines Corporation
InventorsKohichi Kamijoh, Tetsuya Nasukawa, Yohei Ikawa, Masaki Ono
Life of this patent
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Abstract
Text analysis includes determining one or more global analysis parameters based on backtranslation of a first corpus between supported languages. A new text analysis model is determined for an unsupported language based on the one or more global analysis parameters and a text analysis model for a first supported language. An input text is analyzed in the unsupported language with the new text analysis model.
Claims20
A computer-implemented method for text analysis, comprising:
- determining one or more global analysis parameters based on backtranslation of a first corpus between supported languages;
- determining a new text analysis model for an unsupported language based on the one or more global analysis parameters and a text analysis model for a first supported language;
- and
- analyzing an input text in the unsupported language with the new text analysis model using a processor.
A computer-implemented method for delivering personality-appropriate advertising to a user in an unsupported language, comprising:
- determining one or more global analysis parameters based on backtranslation of a first corpus between supported languages by determining a usage change characteristic from a change frequency across one or more categories between the first corpus and the backtranslated first corpus;
- determining a new personality estimation model for an unsupported language based on the one or more global analysis parameters and a text analysis model for a first supported language by backtranslating a second corpus between the unsupported language and the first supported language and determining a usage change characteristic for the unsupported language based on the backtranslation of the second corpus;
- and
- estimating a personality characteristic of an author of an input text in the unsupported language with the new personality estimation model, using a processor, by counting a number of words from the input text associated with each of a plurality of personality categories;
- and
- advertising a product to a user in the unsupported language based on the estimated personality characteristic.
A text analysis system, comprising:
- a supported language module configured to determine one or more global analysis parameters based on backtranslation of a first corpus between supported languages;
- a language adaptation module configured to determine a new text analysis model for an unsupported language based on the one or more global analysis parameters and a text analysis model for a first supported language;
- and
- a text analysis module comprising a processor configured to analyze an input text in the unsupported language with the new text analysis model using a processor.
Dependencies are inferred from the claim text.