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
Leaving Las Vegas (1995) 31,968,347 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Sense and Sensibility (1995) 62,493,774
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Secrets & Lies (1996) 13,417,292
Return of the Jedi (1983) 500,773,409 Dead Man Walking (1995) 39,025,000 Silence of the Lambs, The (1991) 137,332,208
Sense and Sensibility (1995) 62,493,774 Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803
Secrets & Lies (1996) 13,417,292 Sense and Sensibility (1995) 62,493,774 Shawshank Redemption, The (1994) 28,341,469
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Princess Bride, The (1987) 21,277,649
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Kolya (1996) 5,730,711
Boot, Das (1981) 11,433,134 Air Force One (1997) 250,384,803 Titanic (1997) 600,779,824
L.A. Confidential (1997) 64,604,977 Boot, Das (1981) 11,433,134 L.A. Confidential (1997) 64,604,977
Average 148,176,834 Average 171,873,585 Average 129,577,783

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
Contact (1997) 149,887,543
People vs. Larry Flynt, The (1996) 20,191,312
Private Parts (1997) 59,339,346
Mighty Aphrodite (1995) 6,700,000
Mr. Holland's Opus (1995) 119,078,097
Star Wars (1977) 731,853,665
Jerry Maguire (1996) 228,557,864
Trainspotting (1996) 16,501,785
Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975
Postino, Il (1994) 20,681,301
Lone Star (1996) 13,269,963
Godfather, The (1972) 291,702,411
Primal Fear (1996) 80,646,667
Average 135,454,773
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