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
Ulee's Gold (1997) 9,054,736 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
Ulee's Gold (1997) 9,054,736 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Trainspotting (1996) 16,501,785 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 Air Force One (1997) 250,384,803 Full Monty, The (1997) 45,857,453
Titanic (1997) 600,779,824 Ulee's Gold (1997) 9,054,736 L.A. Confidential (1997) 64,604,977
Hugo Pool (1997) 3,620 Scream (1996) 103,001,286 Titanic (1997) 600,779,824
Scream (1996) 103,001,286 Trainspotting (1996) 16,501,785 Devil's Advocate, The (1997) 86,587,776
Contact (1997) 149,887,543 Full Monty, The (1997) 45,857,453 Monty Python and the Holy Grail (1974) 1,821,082
Air Force One (1997) 250,384,803 Ulee's Gold (1997) 9,054,736 Men in Black (1997) 367,992,228
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Fly Away Home (1996) 24,506,082
Average 147,622,819 Average 154,082,955 Average 146,154,003

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
Fargo (1996) 24,611,975
Seven Years in Tibet (1997) 37,901,509
Kiss the Girls (1997) 86,753,012
Boot, Das (1981) 11,433,134
Star Wars (1977) 731,853,665
Michael Collins (1996) 11,085,316
Toy Story (1995) 133,344,903
Bean (1997) 45,298,656
Sabrina (1995) 76,780,029
Brassed Off (1996) 2,560,471
English Patient, The (1996) 111,415,132
Absolute Power (1997) 73,037,233
Independence Day (ID4) (1996) 483,359,255
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Return of the Jedi (1983) 500,773,409
Ransom (1996) 207,758,522
Conspiracy Theory (1997) 111,189,998
Mr. Holland's Opus (1995) 119,078,097
Average 154,013,017
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