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 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Secrets & Lies (1996) 13,417,292
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Titanic (1997) 600,779,824
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Three Colors: White (1994) 1,464,625
Secrets & Lies (1996) 13,417,292 Return of the Jedi (1983) 500,773,409 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Trainspotting (1996) 16,501,785 Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000
Silence of the Lambs, The (1991) 137,332,208 Trainspotting (1996) 16,501,785 Clockwork Orange, A (1971) 38,589,355
Boot, Das (1981) 11,433,134 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Average 183,046,178 Average 172,923,359 Average 85,949,001

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
L.A. Confidential (1997) 64,604,977
Princess Bride, The (1987) 21,277,649
Star Wars (1977) 731,853,665
Manchurian Candidate, The (1962) 4,180,630
Three Colors: Blue (1993) 1,324,974
Three Colors: Red (1994) 4,043,686
Usual Suspects, The (1995) 1,120,000
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Streetcar Named Desire, A (1951) 4,414,474
Ulee's Gold (1997) 9,054,736
City of Lost Children, The (1995) 1,513,028
Chasing Amy (1997) 12,006,514
Leaving Las Vegas (1995) 31,968,347
Full Monty, The (1997) 45,857,453
English Patient, The (1996) 111,415,132
Big Night (1996) 11,881,039
Average 70,813,555
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