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 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Scream (1996) 103,001,286
Toy Story (1995) 133,344,903 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Forrest Gump (1994) 485,691,196
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Dante's Peak (1997) 98,728,432
Jerry Maguire (1996) 228,557,864 English Patient, The (1996) 111,415,132 Lost World: Jurassic Park, The (1997) 359,161,284
Ransom (1996) 207,758,522 Jerry Maguire (1996) 228,557,864 Godfather, The (1972) 291,702,411
Empire Strikes Back, The (1980) 225,554,189 L.A. Confidential (1997) 64,604,977 Willy Wonka and the Chocolate Factory (1971) 4,000,000
English Patient, The (1996) 111,415,132 Ransom (1996) 207,758,522 Leaving Las Vegas (1995) 31,968,347
Average 220,405,338 Average 204,310,417 Average 186,894,734

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
Courage Under Fire (1996) 87,335,823
Eraser (1996) 147,260,786
Twelve Monkeys (1995) 82,512,000
Fifth Element, The (1997) 92,897,302
Star Trek: First Contact (1996) 207,001,027
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Mr. Holland's Opus (1995) 119,078,097
Face/Off (1997) 163,746,077
Independence Day (ID4) (1996) 483,359,255
Happy Gilmore (1996) 38,624,000
Conspiracy Theory (1997) 111,189,998
Star Wars (1977) 731,853,665
Swingers (1996) 4,505,922
Twister (1996) 375,152,715
Mission: Impossible (1996) 274,049,639
Trainspotting (1996) 16,501,785
Air Force One (1997) 250,384,803
Men in Black (1997) 367,992,228
Return of the Jedi (1983) 500,773,409
Spawn (1997) 84,882,059
Contact (1997) 149,887,543
Average 204,285,378
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