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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Alien (1979) 42,285,739
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649
Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977 Dante's Peak (1997) 98,728,432
Ransom (1996) 207,758,522 English Patient, The (1996) 111,415,132 Men in Black (1997) 367,992,228
L.A. Confidential (1997) 64,604,977 Men in Black (1997) 367,992,228 Chasing Amy (1997) 12,006,514
Mission: Impossible (1996) 274,049,639 Liar Liar (1997) 277,327,280 Air Force One (1997) 250,384,803
Alien (1979) 42,285,739 Jerry Maguire (1996) 228,557,864 Usual Suspects, The (1995) 1,120,000
Average 211,507,698 Average 235,072,139 Average 101,635,722

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
Tales from the Crypt Presents: Bordello of Blood (1996) 5,587,855
From Dusk Till Dawn (1996) 45,553,840
Twister (1996) 375,152,715
Silence of the Lambs, The (1991) 137,332,208
Scream (1996) 103,001,286
Jackie Brown (1997) 39,647,595
American Werewolf in London, An (1981) 20,445,527
Believers, The (1987) 18,753,438
Pulp Fiction (1994) 84,022,201
Wolf (1994) 99,012,000
Chain Reaction (1996) 20,550,712
Juror, The (1996) 22,754,725
Wag the Dog (1997) 43,022,524
Star Trek: First Contact (1996) 207,001,027
Hard Rain (1998) 19,819,494
Psycho (1960) 43,200,000
Twelve Monkeys (1995) 82,512,000
Murder at 1600 (1997) 25,826,788
Fifth Element, The (1997) 92,897,302
Substitute, The (1996) 14,752,141
Jaws (1975) 199,275,376
Lawnmower Man, The (1992) 27,207,265
Congo (1995) 113,871,668
Hellraiser: Bloodline (1996) 16,675,000
Natural Born Killers (1994) 72,282,766
Return of the Jedi (1983) 500,773,409
Lawnmower Man 2: Beyond Cyberspace (1996) 2,200,664
Contact (1997) 149,887,543
Star Wars (1977) 731,853,665
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Copycat (1995) 32,051,917
Nightmare on Elm Street, A (1984) 65,398,755
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Screamers (1995) 5,781,885
Flubber (1997) 135,747,068
Wes Craven's New Nightmare (1994) 14,461,031
Starship Troopers (1997) 79,093,786
Independence Day (ID4) (1996) 483,359,255
Citizen Ruth (1996) 153,155
Average 106,487,512
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