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 Contact (1997) 149,887,543
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Scream (1996) 103,001,286
Star Wars (1977) 731,853,665 Contact (1997) 149,887,543 Return of the Jedi (1983) 500,773,409
Contact (1997) 149,887,543 Star Wars (1977) 731,853,665 Air Force One (1997) 250,384,803
Scream (1996) 103,001,286 Scream (1996) 103,001,286 G.I. Jane (1997) 70,277,032
Return of the Jedi (1983) 500,773,409 Liar Liar (1997) 277,327,280 Murder at 1600 (1997) 25,826,788
Liar Liar (1997) 277,327,280 Return of the Jedi (1983) 500,773,409 Picture Perfect (1997) 31,058,643
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Dante's Peak (1997) 98,728,432
Good Will Hunting (1997) 192,328,280 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Mr. Holland's Opus (1995) 119,078,097 L.A. Confidential (1997) 64,604,977 Usual Suspects, The (1995) 1,120,000
Average 305,875,909 Average 310,366,010 Average 124,755,972

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
Lone Star (1996) 13,269,963
Twister (1996) 375,152,715
Twelve Monkeys (1995) 82,512,000
Jerry Maguire (1996) 228,557,864
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Absolute Power (1997) 73,037,233
Devil's Advocate, The (1997) 86,587,776
First Wives Club, The (1996) 150,063,383
Courage Under Fire (1996) 87,335,823
People vs. Larry Flynt, The (1996) 20,191,312
Fargo (1996) 24,611,975
Sleepers (1996) 76,705,552
English Patient, The (1996) 111,415,132
Kansas City (1996) 1,353,824
That Thing You Do! (1996) 25,809,813
Conspiracy Theory (1997) 111,189,998
City Hall (1996) 20,200,000
Michael (1996) 144,887,370
Independence Day (ID4) (1996) 483,359,255
Average 111,591,630
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