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 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Contact (1997) 149,887,543 Dante's Peak (1997) 98,728,432
Dante's Peak (1997) 98,728,432 Scream (1996) 103,001,286 Contact (1997) 149,887,543
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Picture Perfect (1997) 31,058,643
G.I. Jane (1997) 70,277,032 Star Wars (1977) 731,853,665 Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Tomorrow Never Dies (1997) 184,221,129
Full Monty, The (1997) 45,857,453 Evita (1996) 73,298,979 I Know What You Did Last Summer (1997) 103,145,788
Seven Years in Tibet (1997) 37,901,509 Dante's Peak (1997) 98,728,432 Jerry Maguire (1996) 228,557,864
Kiss the Girls (1997) 86,753,012 G.I. Jane (1997) 70,277,032 Fly Away Home (1996) 24,506,082
Average 145,011,934 Average 213,061,747 Average 112,427,398

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
English Patient, The (1996) 111,415,132
Anastasia (1997) 83,412,682
Murder at 1600 (1997) 25,826,788
Air Force One (1997) 250,384,803
Liar Liar (1997) 277,327,280
Conspiracy Theory (1997) 111,189,998
Ulee's Gold (1997) 9,054,736
Average 124,087,345
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