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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Twelve Monkeys (1995) 82,512,000 Titanic (1997) 600,779,824 Star Trek: First Contact (1996) 207,001,027
Star Trek: First Contact (1996) 207,001,027 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Trainspotting (1996) 16,501,785 Twelve Monkeys (1995) 82,512,000 Forrest Gump (1994) 485,691,196
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Star Trek: First Contact (1996) 207,001,027 Princess Bride, The (1987) 21,277,649
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Usual Suspects, The (1995) 1,120,000
Pulp Fiction (1994) 84,022,201 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Silence of the Lambs, The (1991) 137,332,208 Sense and Sensibility (1995) 62,493,774 Aladdin (1992) 328,782,825
Average 154,661,577 Average 152,400,088 Average 153,416,789

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
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Twister (1996) 375,152,715
Godfather, The (1972) 291,702,411
Independence Day (ID4) (1996) 483,359,255
Leaving Las Vegas (1995) 31,968,347
Mr. Holland's Opus (1995) 119,078,097
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Blue in the Face (1995) 1,275,999
Toy Story (1995) 133,344,903
Kids in the Hall: Brain Candy (1996) 2,653,000
Mulholland Falls (1996) 11,500,000
101 Dalmatians (1996) 197,767,821
Beautiful Girls (1996) 20,837,000
Space Jam (1996) 136,520,983
Star Wars (1977) 731,853,665
Mighty Aphrodite (1995) 6,700,000
Men in Black (1997) 367,992,228
Truth About Cats & Dogs, The (1996) 34,073,143
Ransom (1996) 207,758,522
Tin Cup (1996) 77,003,584
That Thing You Do! (1996) 25,809,813
Return of the Jedi (1983) 500,773,409
If Lucy Fell (1996) 4,635,344
Hercules (1997) 142,729,205
Average 166,346,564
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