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 Contact (1997) 149,887,543
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Return of the Jedi (1983) 500,773,409
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453 Jerry Maguire (1996) 228,557,864
Liar Liar (1997) 277,327,280 Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453
Jerry Maguire (1996) 228,557,864 Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977
Full Monty, The (1997) 45,857,453 Fargo (1996) 24,611,975 Twister (1996) 375,152,715
Fargo (1996) 24,611,975 L.A. Confidential (1997) 64,604,977 Twelve Monkeys (1995) 82,512,000
L.A. Confidential (1997) 64,604,977 Jerry Maguire (1996) 228,557,864 Toy Story (1995) 133,344,903
Average 272,725,527 Average 272,725,527 Average 196,101,943

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
Truth About Cats & Dogs, The (1996) 34,073,143
Air Force One (1997) 250,384,803
Independence Day (ID4) (1996) 483,359,255
Face/Off (1997) 163,746,077
Courage Under Fire (1996) 87,335,823
English Patient, The (1996) 111,415,132
Anastasia (1997) 83,412,682
Mission: Impossible (1996) 274,049,639
Men in Black (1997) 367,992,228
Average 206,196,531
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