Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Star Trek: First Contact (1996) 207,001,027 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Star Trek: First Contact (1996) 207,001,027 Mr. Holland's Opus (1995) 119,078,097
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Men in Black (1997) 367,992,228 Air Force One (1997) 250,384,803 Pulp Fiction (1994) 84,022,201
Independence Day (ID4) (1996) 483,359,255 Men in Black (1997) 367,992,228 Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824
Silence of the Lambs, The (1991) 137,332,208 Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Mr. Magoo (1997) 21,382,456
Mr. Magoo (1997) 21,382,456 Scream (1996) 103,001,286 Blade Runner (1982) 1,445,283
Average 247,879,367 Average 230,152,097 Average 122,807,507

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Return of the Jedi (1983) 500,773,409
Sense and Sensibility (1995) 62,493,774
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Toy Story (1995) 133,344,903
Star Trek IV: The Voyage Home (1986) 124,751,249
Star Trek V: The Final Frontier (1989) 79,245,549
In Love and War (1996) 14,466,354
Sabrina (1995) 76,780,029
Emma (1996) 22,201,883
Star Wars (1977) 731,853,665
Boot, Das (1981) 11,433,134
Princess Bride, The (1987) 21,277,649
Star Trek: The Wrath of Khan (1982) 118,633,541
Contact (1997) 149,887,543
Average 146,296,250
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