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
Ayn Rand: A Sense of Life (1997) 209,244 Contact (1997) 149,887,543 Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Fargo (1996) 24,611,975
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975 Leaving Las Vegas (1995) 31,968,347
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Apt Pupil (1998) 8,838,938
Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665 Trainspotting (1996) 16,501,785
Star Wars (1977) 731,853,665 Scream (1996) 103,001,286 Hotel de Love (1996) 111,106
Kiss the Girls (1997) 86,753,012 Leaving Las Vegas (1995) 31,968,347 Wag the Dog (1997) 43,022,524
Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Average 218,800,109 Average 223,600,847 Average 59,914,992

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
Full Monty, The (1997) 45,857,453
U Turn (1997) 6,633,400
Red Corner (1997) 22,415,440
Dead Man Walking (1995) 39,025,000
Mina Tannenbaum (1994) 104,767
Godfather, The (1972) 291,702,411
Boot, Das (1981) 11,433,134
Average 66,073,342
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