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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Trainspotting (1996) 16,501,785 Return of the Jedi (1983) 500,773,409 Antonia's Line (1995) 4,823,217
Lone Star (1996) 13,269,963 Titanic (1997) 600,779,824 Alien (1979) 42,285,739
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Clockwork Orange, A (1971) 38,589,355
Sense and Sensibility (1995) 62,493,774 Trainspotting (1996) 16,501,785 Mr. Holland's Opus (1995) 119,078,097
Pulp Fiction (1994) 84,022,201 Sense and Sensibility (1995) 62,493,774 Return of the Jedi (1983) 500,773,409
L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864 Casablanca (1942) 5,806,467
Usual Suspects, The (1995) 1,120,000 Lone Star (1996) 13,269,963 Taxi Driver (1976) 33,669,000
Average 120,898,803 Average 195,318,352 Average 93,602,658

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
Angels and Insects (1995) 5,304,000
Leaving Las Vegas (1995) 31,968,347
Grosse Pointe Blank (1997) 28,014,536
That Thing You Do! (1996) 25,809,813
Dead Man Walking (1995) 39,025,000
Silence of the Lambs, The (1991) 137,332,208
Secrets & Lies (1996) 13,417,292
English Patient, The (1996) 111,415,132
Boot, Das (1981) 11,433,134
Full Monty, The (1997) 45,857,453
Schindler's List (1993) 140,409,248
Swingers (1996) 4,505,922
Kolya (1996) 5,730,711
Postino, Il (1994) 20,681,301
Star Wars (1977) 731,853,665
Big Night (1996) 11,881,039
Twelve Monkeys (1995) 82,512,000
Liar Liar (1997) 277,327,280
Toy Story (1995) 133,344,903
Manhattan (1979) 39,900,000
Rumble in the Bronx (1995) 32,333,860
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Men in Black (1997) 367,992,228
Average 100,089,090
up

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