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
Good Will Hunting (1997) 192,328,280 Liar Liar (1997) 277,327,280 Good Will Hunting (1997) 192,328,280
Liar Liar (1997) 277,327,280 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 G.I. Jane (1997) 70,277,032
G.I. Jane (1997) 70,277,032 Full Monty, The (1997) 45,857,453 Scream 2 (1997) 140,865,935
Scream 2 (1997) 140,865,935 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Seven Years in Tibet (1997) 37,901,509 Fly Away Home (1996) 24,506,082 Twister (1996) 375,152,715
Fly Away Home (1996) 24,506,082 Toy Story (1995) 133,344,903 Chasing Amy (1997) 12,006,514
Kiss the Girls (1997) 86,753,012 Godfather, The (1972) 291,702,411 Jurassic Park (1993) 563,476,625
Devil's Advocate, The (1997) 86,587,776 G.I. Jane (1997) 70,277,032 Face/Off (1997) 163,746,077
Average 109,256,701 Average 123,597,552 Average 182,721,819

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
Mission: Impossible (1996) 274,049,639
Dante's Peak (1997) 98,728,432
Hercules (1997) 142,729,205
Air Force One (1997) 250,384,803
Anastasia (1997) 83,412,682
Phenomenon (1996) 155,732,573
Star Wars (1977) 731,853,665
Scream (1996) 103,001,286
Independence Day (ID4) (1996) 483,359,255
Conspiracy Theory (1997) 111,189,998
Sixth Man, The (1997) 14,708,874
Excess Baggage (1997) 14,327,206
White Squall (1996) 10,300,000
Return of the Jedi (1983) 500,773,409
Titanic (1997) 600,779,824
Star Trek: First Contact (1996) 207,001,027
Starship Troopers (1997) 79,093,786
Mr. Holland's Opus (1995) 119,078,097
Austin Powers: International Man of Mystery (1997) 78,171,630
I Know What You Did Last Summer (1997) 103,145,788
Contact (1997) 149,887,543
Sense and Sensibility (1995) 62,493,774
Men in Black (1997) 367,992,228
Average 206,182,379
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