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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Men in Black (1997) 367,992,228 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Scream (1996) 103,001,286 Leaving Las Vegas (1995) 31,968,347
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Godfather: Part II, The (1974) 87,973,000
Men in Black (1997) 367,992,228 Leaving Las Vegas (1995) 31,968,347 Back to the Future (1985) 303,398,294
Independence Day (ID4) (1996) 483,359,255 L.A. Confidential (1997) 64,604,977 Jurassic Park (1993) 563,476,625
Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248 Princess Bride, The (1987) 21,277,649
Average 211,039,393 Average 177,811,835 Average 163,479,836

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
GoodFellas (1990) 67,336,394
Private Parts (1997) 59,339,346
Fargo (1996) 24,611,975
That Thing You Do! (1996) 25,809,813
Jerry Maguire (1996) 228,557,864
Donnie Brasco (1997) 60,851,988
Taxi Driver (1976) 33,669,000
People vs. Larry Flynt, The (1996) 20,191,312
My Favorite Year (1982) 20,123,620
Pulp Fiction (1994) 84,022,201
Air Force One (1997) 250,384,803
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Star Wars (1977) 731,853,665
Usual Suspects, The (1995) 1,120,000
Titanic (1997) 600,779,824
Silence of the Lambs, The (1991) 137,332,208
Dead Man Walking (1995) 39,025,000
Toy Story (1995) 133,344,903
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Trek: First Contact (1996) 207,001,027
Mission: Impossible (1996) 274,049,639
Godfather, The (1972) 291,702,411
In the Line of Fire (1993) 151,314,283
Ransom (1996) 207,758,522
Alien (1979) 42,285,739
Patton (1970) 89,800,000
Average 164,110,667
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