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 Star Trek: First Contact (1996) 207,001,027
Star Trek: First Contact (1996) 207,001,027 Scream (1996) 103,001,286 Men in Black (1997) 367,992,228
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Toy Story (1995) 133,344,903
Ransom (1996) 207,758,522 Star Trek: First Contact (1996) 207,001,027 Heat (1995) 97,783,000
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Scream (1996) 103,001,286 Fargo (1996) 24,611,975 Starship Troopers (1997) 79,093,786
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Ransom (1996) 207,758,522
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Titanic (1997) 600,779,824
Face/Off (1997) 163,746,077 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 224,244,982 Average 218,725,961 Average 188,477,677

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
Return of the Jedi (1983) 500,773,409
Independence Day (ID4) (1996) 483,359,255
Executive Decision (1996) 93,638,632
Star Wars (1977) 731,853,665
Twelve Monkeys (1995) 82,512,000
Air Force One (1997) 250,384,803
Happy Gilmore (1996) 38,624,000
Mission: Impossible (1996) 274,049,639
Con Air (1997) 146,553,269
Fifth Element, The (1997) 92,897,302
Four Rooms (1995) 4,301,331
Grumpier Old Men (1995) 105,662,663
Courage Under Fire (1996) 87,335,823
Contact (1997) 149,887,543
Twister (1996) 375,152,715
Dante's Peak (1997) 98,728,432
Liar Liar (1997) 277,327,280
Average 223,120,103
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