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 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Picture Perfect (1997) 31,058,643
Conspiracy Theory (1997) 111,189,998 Liar Liar (1997) 277,327,280 G.I. Jane (1997) 70,277,032
Good Will Hunting (1997) 192,328,280 Conspiracy Theory (1997) 111,189,998 L.A. Confidential (1997) 64,604,977
Picture Perfect (1997) 31,058,643 L.A. Confidential (1997) 64,604,977 Dante's Peak (1997) 98,728,432
Liar Liar (1997) 277,327,280 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
G.I. Jane (1997) 70,277,032 Good Will Hunting (1997) 192,328,280 Desperate Measures (1998) 13,806,137
L.A. Confidential (1997) 64,604,977 G.I. Jane (1997) 70,277,032 Red Corner (1997) 22,415,440
Dante's Peak (1997) 98,728,432 Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776
Average 170,759,714 Average 171,025,529 Average 73,707,930

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
Kiss the Girls (1997) 86,753,012
Anastasia (1997) 83,412,682
Excess Baggage (1997) 14,327,206
Murder at 1600 (1997) 25,826,788
Scream (1996) 103,001,286
Fly Away Home (1996) 24,506,082
Seven Years in Tibet (1997) 37,901,509
Starship Troopers (1997) 79,093,786
Air Force One (1997) 250,384,803
Average 78,356,350
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