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 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Dante's Peak (1997) 98,728,432
English Patient, The (1996) 111,415,132 Star Wars (1977) 731,853,665 Kiss the Girls (1997) 86,753,012
Star Wars (1977) 731,853,665 Good Will Hunting (1997) 192,328,280 G.I. Jane (1997) 70,277,032
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Starship Troopers (1997) 79,093,786
Dante's Peak (1997) 98,728,432 Full Monty, The (1997) 45,857,453 Jerry Maguire (1996) 228,557,864
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 In & Out (1997) 63,826,569
Average 283,069,982 Average 277,782,884 Average 126,449,851

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
Little Women (1994) 75,083,616
Anastasia (1997) 83,412,682
Terminator 2: Judgment Day (1991) 207,064,802
Devil's Advocate, The (1997) 86,587,776
Air Force One (1997) 250,384,803
Sense and Sensibility (1995) 62,493,774
Conspiracy Theory (1997) 111,189,998
Average 125,173,921
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