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
Conspiracy Theory (1997) 111,189,998 Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977
Contact (1997) 149,887,543 Scream (1996) 103,001,286 Devil's Advocate, The (1997) 86,587,776
Scream (1996) 103,001,286 Conspiracy Theory (1997) 111,189,998 As Good As It Gets (1997) 215,563,842
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864
Apt Pupil (1998) 8,838,938 Full Monty, The (1997) 45,857,453 Godfather, The (1972) 291,702,411
Fly Away Home (1996) 24,506,082 Fly Away Home (1996) 24,506,082 Star Trek: First Contact (1996) 207,001,027
Full Monty, The (1997) 45,857,453 Apt Pupil (1998) 8,838,938 Fly Away Home (1996) 24,506,082
Murder at 1600 (1997) 25,826,788 Devil's Advocate, The (1997) 86,587,776 Full Monty, The (1997) 45,857,453
Devil's Advocate, The (1997) 86,587,776 Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665
Amistad (1997) 44,175,394 Evita (1996) 73,298,979 Volcano (1997) 71,496,882
Average 66,447,623 Average 139,962,669 Average 196,773,197

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
Dante's Peak (1997) 98,728,432
Titanic (1997) 600,779,824
Tomorrow Never Dies (1997) 184,221,129
Picture Perfect (1997) 31,058,643
Seven Years in Tibet (1997) 37,901,509
Good Will Hunting (1997) 192,328,280
Kiss the Girls (1997) 86,753,012
English Patient, The (1996) 111,415,132
Liar Liar (1997) 277,327,280
G.I. Jane (1997) 70,277,032
Air Force One (1997) 250,384,803
Average 176,470,461
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