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` BOOK REPORT: How to optimize marketing investments Commentated by: Jenny Liu
Advertising is no longer a
BOOK REPORT: How to optimize marketing investments Commentated by: Jenny Liu
What I Liked Writing Style Content Cases
What I disliked	 Too many websites Repetition
BOOK REPORT: How to optimize marketing investments Commentated by: Jenny Liu
Conventional Standards Return on Investments Key Performance Indicators
SENTIMENT ANALYSIS
Sentiment Analysis “Bag of Words” Approach http://twitrratr.com
Sentiment Analysis Bag of Words  -  2 draw backs
Polarity	      .......Sinful………
Intensity ………………….”I love it”…….
To sum up….	 “we are still at the beginning of using natural language processing, computational linguistics and artificial intelligence to reveal the sentiments of the public……….they will improve with time, until then these methods though not be precise,  it certainly is indicative and compelling”                                                       - Jim Sterne
BOOK REPORT: How to optimize marketing investments Commentated by: Jenny Liu

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