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
Scream (1996) 103,001,286 Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665 Scream (1996) 103,001,286 G.I. Jane (1997) 70,277,032
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Ransom (1996) 207,758,522
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Fargo (1996) 24,611,975
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453
L.A. Confidential (1997) 64,604,977 Return of the Jedi (1983) 500,773,409 Star Wars (1977) 731,853,665
G.I. Jane (1997) 70,277,032 Fargo (1996) 24,611,975 Boogie Nights (1997) 26,384,919
Ransom (1996) 207,758,522 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Average 224,308,984 Average 212,301,116 Average 175,838,052

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
Jerry Maguire (1996) 228,557,864
Starship Troopers (1997) 79,093,786
Face/Off (1997) 163,746,077
Murder at 1600 (1997) 25,826,788
Sense and Sensibility (1995) 62,493,774
Liar Liar (1997) 277,327,280
Titanic (1997) 600,779,824
Air Force One (1997) 250,384,803
Bed of Roses (1996) 19,030,691
Happy Gilmore (1996) 38,624,000
Sabrina (1995) 76,780,029
Average 165,694,992
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