Firstly, I love the idea. Part of the reason I've stopped reading fiction is because of the unknown quantity to whether it will waste my time — amazon reviews can be hit and miss, and often missing.
Also, could you make it possible to blacklist certain reviewers? Is that what the thumbs up and down do, personalising your result? Say, if I went to the review page of 50 shades, and downvoted all the positive reviews, will those reviewers stop counting?
Sorry, I think you misunderstood me, I am specifically referring to the New York Times review of it, which is one of the 4 negative reviews of the book, but if you read it is in actual fact positive. My mistake though, because I accidentally linked the same page twice when I wanted to link this the second time:
http://www.nytimes.com/2011/03/13/books/review/book-review-m...
We have a strict set of criteria when rating a review as positive or negative. In general, if the review is even slightly negative we rate it as such...in the case of Moonwalking, NYT expresses a few disappointments about the book. This is to help surface only the very best of books in each genre.
Any review of sufficient length and thoroughness is likely to include at least some criticism, if for no other reason than the reviewer not wanting to look like a cheerleader. The NYT often selects reviewers with relevant domain knowledge, or who are themselves authors in a related genre. So opinions will be expressed, hobbyhorses ridden, and nits picked, even in glowing reviews.
You should be careful to avoid setting up a business rule that could overemphasize a few negative raisins in a positive pudding.
The idea of a binary positive vs negative is really troubling to me as far as an algorithm goes. It should very much be on that sliding scale that Metacritic or Rotten Tomatoes uses--sentiment analysis shouldn't return just a 1 or a 0.
I'm not sure how giving such a binary 'good' or 'bad' to a review is helpful for books. Reviews could be on a continuum (hence the star rating system that many folks use) and calling a review negative just because of a few negative opinions voiced in a review could potentially miss the point of the review.
http://idreambooks.com/newbooks/19-Moonwalking-With-Einstein reckons that the NYTimes review is negative, but reading it (http://www.nytimes.com/2011/03/13/books/review/book-review-m...) it appears to be positive? How do you work out which are positive and negative?
Also, could you make it possible to blacklist certain reviewers? Is that what the thumbs up and down do, personalising your result? Say, if I went to the review page of 50 shades, and downvoted all the positive reviews, will those reviewers stop counting?