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Automatic Product Profiling via NLP

Automatic Product Profiling via NLP. Jiho Han Ronny ( Dowon ) Ko. Automatic Product Profiling via NLP. Objective: automatically generate the summary of review extracting the strength/weakness of the product Use NLP techniques to predict ratings Similar to sentimental analysis

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Automatic Product Profiling via NLP

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  1. Automatic Product Profiling via NLP Jiho Han Ronny (Dowon) Ko

  2. Automatic Product Profiling via NLP • Objective: automatically generate the summary of review extracting the strength/weakness of the product • Use NLP techniques to predict ratings • Similar to sentimental analysis • Key Insight: Imposing market structure assumption • Different type of information extraction • Amazon review text

  3. Overview • Opinion = (orientation, polarity) Review Texts Orientation Profile Rating m ∞ k

  4. Predicting model

  5. Steps

  6. Steps (cont’d) • Parsing – through Stanford NLP syntax parser • Initializing orientation and polarity • Selecting polarity words through decision tree (Max-Ent) • Orientation using N-gram (uni + bi) • Use wordnet when testing • Extract market profiling and pricing kernel • Update word polarity • Repeat until no more improvement

  7. Initializing Decision Tree • Extract the words that have significant effect on rating (in terms of maximizing entropy)

  8. Resul • Initial word polarity

  9. Result (cont’d) • Change in polarity • Performance

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