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 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Trainspotting (1996) 16,501,785 Star Wars (1977) 731,853,665 Swingers (1996) 4,505,922
Star Wars (1977) 731,853,665 Trainspotting (1996) 16,501,785 Pillow Book, The (1995) 2,293,037
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Chasing Amy (1997) 12,006,514
Sense and Sensibility (1995) 62,493,774 Contact (1997) 149,887,543 Sense and Sensibility (1995) 62,493,774
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Dead Man Walking (1995) 39,025,000
Contact (1997) 149,887,543 Sense and Sensibility (1995) 62,493,774 Bound (1996) 3,798,532
Swingers (1996) 4,505,922 Twelve Monkeys (1995) 82,512,000 Cinema Paradiso (1988) 392,045
Twelve Monkeys (1995) 82,512,000 Toy Story (1995) 133,344,903 Spitfire Grill, The (1996) 12,643,776
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Usual Suspects, The (1995) 1,120,000
Average 155,768,445 Average 215,395,835 Average 15,478,038

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
Chungking Express (1994) 600,200
When We Were Kings (1996) 2,666,118
Donnie Brasco (1997) 60,851,988
Antonia's Line (1995) 4,823,217
Kolya (1996) 5,730,711
Postino, Il (1994) 20,681,301
Breaking the Waves (1996) 4,040,691
Bottle Rocket (1996) 1,040,879
Ridicule (1996) 2,503,829
Cry, the Beloved Country (1995) 676,525
Big Night (1996) 11,881,039
L.A. Confidential (1997) 64,604,977
Jude (1996) 405,144
Fierce Creatures (1997) 9,202,671
Moll Flanders (1996) 3,363,968
Lone Star (1996) 13,269,963
Lost Highway (1997) 3,796,699
English Patient, The (1996) 111,415,132
Michael Collins (1996) 11,085,316
Carried Away (1996) 290,978
Othello (1995) 2,112,951
Secrets & Lies (1996) 13,417,292
Boot, Das (1981) 11,433,134
Heat (1995) 97,783,000
2 Days in the Valley (1996) 11,090,856
Angels and Insects (1995) 5,304,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Georgia (1995) 2,907,768
Beautiful Girls (1996) 20,837,000
Leaving Las Vegas (1995) 31,968,347
Feeling Minnesota (1996) 3,102,672
Fargo (1996) 24,611,975
White Squall (1996) 10,300,000
Average 17,327,283
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