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
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Casablanca (1942) 5,806,467
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Titanic (1997) 600,779,824
Men in Black (1997) 367,992,228 Full Monty, The (1997) 45,857,453 Swingers (1996) 4,505,922
Jerry Maguire (1996) 228,557,864 Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228
Leaving Las Vegas (1995) 31,968,347 Jerry Maguire (1996) 228,557,864 English Patient, The (1996) 111,415,132
Empire Strikes Back, The (1980) 225,554,189 Leaving Las Vegas (1995) 31,968,347 Postino, Il (1994) 20,681,301
Trainspotting (1996) 16,501,785 Scream (1996) 103,001,286 Pulp Fiction (1994) 84,022,201
Average 227,474,412 Average 218,154,689 Average 171,930,502

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
Return of the Jedi (1983) 500,773,409
Mighty Aphrodite (1995) 6,700,000
Star Wars (1977) 731,853,665
In & Out (1997) 63,826,569
Sense and Sensibility (1995) 62,493,774
Liar Liar (1997) 277,327,280
Ransom (1996) 207,758,522
Emma (1996) 22,201,883
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Conspiracy Theory (1997) 111,189,998
Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975
Average 178,840,164
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