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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
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 Dante's Peak (1997) 98,728,432
Contact (1997) 149,887,543 Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Twister (1996) 375,152,715
English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975 Contact (1997) 149,887,543
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Star Trek: First Contact (1996) 207,001,027
Star Trek: First Contact (1996) 207,001,027 Full Monty, The (1997) 45,857,453 Leaving Las Vegas (1995) 31,968,347
Mr. Holland's Opus (1995) 119,078,097 Star Trek: First Contact (1996) 207,001,027 Boot, Das (1981) 11,433,134
Empire Strikes Back, The (1980) 225,554,189 L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824
Average 190,290,387 Average 166,873,401 Average 187,419,456

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
Volcano (1997) 71,496,882
Fly Away Home (1996) 24,506,082
Phenomenon (1996) 155,732,573
Star Wars (1977) 731,853,665
Beautician and the Beast, The (1997) 11,454,593
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
Ghost and the Darkness, The (1996) 38,553,833
Men in Black (1997) 367,992,228
Dead Man Walking (1995) 39,025,000
Independence Day (ID4) (1996) 483,359,255
Toy Story (1995) 133,344,903
Jerry Maguire (1996) 228,557,864
Anastasia (1997) 83,412,682
Spawn (1997) 84,882,059
Soul Food (1997) 43,490,057
Liar Liar (1997) 277,327,280
George of the Jungle (1997) 149,879,375
Average 206,519,119
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