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 English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998
Conspiracy Theory (1997) 111,189,998 Fargo (1996) 24,611,975 Jerry Maguire (1996) 228,557,864
Toy Story (1995) 133,344,903 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977
Jerry Maguire (1996) 228,557,864 Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824
Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977 Princess Bride, The (1987) 21,277,649
English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998 Good Will Hunting (1997) 192,328,280
Independence Day (ID4) (1996) 483,359,255 Jerry Maguire (1996) 228,557,864 Willy Wonka and the Chocolate Factory (1971) 4,000,000
L.A. Confidential (1997) 64,604,977 Men in Black (1997) 367,992,228 Dante's Peak (1997) 98,728,432
Average 213,819,249 Average 202,282,546 Average 162,340,627

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
Air Force One (1997) 250,384,803
Emma (1996) 22,201,883
Black Sheep (1996) 32,377,000
Eraser (1996) 147,260,786
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
Star Trek: First Contact (1996) 207,001,027
Godfather, The (1972) 291,702,411
Anastasia (1997) 83,412,682
Contact (1997) 149,887,543
Nick of Time (1995) 7,439,392
Mission: Impossible (1996) 274,049,639
Jane Eyre (1996) 5,173,860
Dunston Checks In (1996) 18,838,000
Return of the Jedi (1983) 500,773,409
Average 185,656,658
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