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
L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803
One Night Stand (1997) 2,618,335 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453 Scream 2 (1997) 140,865,935
Amistad (1997) 44,175,394 Liar Liar (1997) 277,327,280 Amistad (1997) 44,175,394
Kiss the Girls (1997) 86,753,012 Star Wars (1977) 731,853,665 Liar Liar (1997) 277,327,280
Scream 2 (1997) 140,865,935 Amistad (1997) 44,175,394 Kiss the Girls (1997) 86,753,012
Full Monty, The (1997) 45,857,453 Starship Troopers (1997) 79,093,786 Star Wars (1977) 731,853,665
Murder at 1600 (1997) 25,826,788 Fargo (1996) 24,611,975 Star Kid (1997) 7,015,240
Liar Liar (1997) 277,327,280 Godfather, The (1972) 291,702,411 Four Days in September (1997) 310,724
Average 104,982,910 Average 192,102,687 Average 171,470,616

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
Titanic (1997) 600,779,824
Good Will Hunting (1997) 192,328,280
Conspiracy Theory (1997) 111,189,998
G.I. Jane (1997) 70,277,032
Apt Pupil (1998) 8,838,938
Wag the Dog (1997) 43,022,524
As Good As It Gets (1997) 215,563,842
Ayn Rand: A Sense of Life (1997) 209,244
Devil's Advocate, The (1997) 86,587,776
Contact (1997) 149,887,543
Scream (1996) 103,001,286
Average 143,789,662
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