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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Jerry Maguire (1996) 228,557,864
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027
English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903 L.A. Confidential (1997) 64,604,977
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Leaving Las Vegas (1995) 31,968,347
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Trainspotting (1996) 16,501,785
Star Trek: First Contact (1996) 207,001,027 L.A. Confidential (1997) 64,604,977 Toy Story (1995) 133,344,903
Independence Day (ID4) (1996) 483,359,255 Men in Black (1997) 367,992,228 Independence Day (ID4) (1996) 483,359,255
Men in Black (1997) 367,992,228 Star Trek: First Contact (1996) 207,001,027 Thousand Acres, A (1997) 7,928,412
Average 240,995,103 Average 199,119,675 Average 134,776,608

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
Conspiracy Theory (1997) 111,189,998
Air Force One (1997) 250,384,803
In Love and War (1996) 14,466,354
Kolya (1996) 5,730,711
Face/Off (1997) 163,746,077
Donnie Brasco (1997) 60,851,988
Mr. Holland's Opus (1995) 119,078,097
101 Dalmatians (1996) 197,767,821
Star Wars (1977) 731,853,665
Mimic (1997) 25,454,187
Happy Gilmore (1996) 38,624,000
Mars Attacks! (1996) 37,754,208
Emma (1996) 22,201,883
Fifth Element, The (1997) 92,897,302
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Leave It to Beaver (1997) 10,713,605
Matilda (1996) 33,084,249
Con Air (1997) 146,553,269
Evita (1996) 73,298,979
Liar Liar (1997) 277,327,280
Sense and Sensibility (1995) 62,493,774
Ransom (1996) 207,758,522
Average 144,987,774
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