pulporey
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A combination of both would be best for me. If I watch 90% blockbusters and 10% arthouse, the recommendations should be 90% blockbusters (the ones with the hightest predicted rating) and 10% arthouse as well.
The grouping could obviously be different and more complex, including characteristics such as language, year of production, genre, country, director, etc.