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
Good Will Hunting (1997) 192,328,280 L.A. Confidential (1997) 64,604,977 Conspiracy Theory (1997) 111,189,998
Conspiracy Theory (1997) 111,189,998 Good Will Hunting (1997) 192,328,280 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 Conspiracy Theory (1997) 111,189,998 English Patient, The (1996) 111,415,132
Bent (1997) 372,341 English Patient, The (1996) 111,415,132 Wedding Singer, The (1998) 114,729,850
G.I. Jane (1997) 70,277,032 Liar Liar (1997) 277,327,280 Good Will Hunting (1997) 192,328,280
Kiss the Girls (1997) 86,753,012 In & Out (1997) 63,826,569 Murder at 1600 (1997) 25,826,788
In & Out (1997) 63,826,569 Full Monty, The (1997) 45,857,453 Firestorm (1998) 8,041,665
Liar Liar (1997) 277,327,280 Star Wars (1977) 731,853,665 Lost Highway (1997) 3,796,699
Night Flier (1997) 91,549 G.I. Jane (1997) 70,277,032 G.I. Jane (1997) 70,277,032
English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665
Average 97,818,617 Average 168,068,690 Average 143,406,408

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
Blues Brothers 2000 (1998) 13,979,599
Titanic (1997) 600,779,824
Scream (1996) 103,001,286
Apt Pupil (1998) 8,838,938
Starship Troopers (1997) 79,093,786
Devil's Advocate, The (1997) 86,587,776
I Know What You Did Last Summer (1997) 103,145,788
Contact (1997) 149,887,543
Kundun (1997) 5,532,301
Air Force One (1997) 250,384,803
Fly Away Home (1996) 24,506,082
Scream 2 (1997) 140,865,935
Average 130,550,305
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