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 Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Apt Pupil (1998) 8,838,938
Silence of the Lambs, The (1991) 137,332,208 Full Monty, The (1997) 45,857,453 Brazil (1985) 6,500,000
Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Silence of the Lambs, The (1991) 137,332,208 Singin' in the Rain (1952) 7,665,000
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Dead Man Walking (1995) 39,025,000
Contact (1997) 149,887,543 Dead Man Walking (1995) 39,025,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 204,130,401 Average 242,555,841 Average 59,742,651

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
Godfather, The (1972) 291,702,411
Rear Window (1954) 6,759,601
Jerry Maguire (1996) 228,557,864
People vs. Larry Flynt, The (1996) 20,191,312
Raising Arizona (1987) 22,847,564
Taxi Driver (1976) 33,669,000
Manchurian Candidate, The (1962) 4,180,630
Toy Story (1995) 133,344,903
Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977
Reservoir Dogs (1992) 2,687,008
Vertigo (1958) 7,024,928
Devil's Advocate, The (1997) 86,587,776
Casablanca (1942) 5,806,467
Average 67,138,056
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