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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Kolya (1996) 5,730,711
Dead Man Walking (1995) 39,025,000 Contact (1997) 149,887,543 Boot, Das (1981) 11,433,134
Kolya (1996) 5,730,711 Dead Man Walking (1995) 39,025,000 Amadeus (1984) 23,401,401
Contact (1997) 149,887,543 Titanic (1997) 600,779,824 Chasing Amy (1997) 12,006,514
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Pulp Fiction (1994) 84,022,201
Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134 Shawshank Redemption, The (1994) 28,341,469
Casablanca (1942) 5,806,467 Kolya (1996) 5,730,711 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Average 175,967,435 Average 225,065,398 Average 36,738,786

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
Emma (1996) 22,201,883
L.A. Confidential (1997) 64,604,977
Big Night (1996) 11,881,039
Everyone Says I Love You (1996) 9,714,482
Burnt By the Sun (1994) 2,616,503
Sense and Sensibility (1995) 62,493,774
Shall We Dance? (1996) 9,676,677
Trainspotting (1996) 16,501,785
Fargo (1996) 24,611,975
Rear Window (1954) 6,759,601
Amistad (1997) 44,175,394
Postino, Il (1994) 20,681,301
Remains of the Day, The (1993) 22,954,968
Henry V (1989) 10,161,099
Lone Star (1996) 13,269,963
Godfather, The (1972) 291,702,411
Diva (1981) 108,372
English Patient, The (1996) 111,415,132
Seven Years in Tibet (1997) 37,901,509
Clockwork Orange, A (1971) 38,589,355
Secrets & Lies (1996) 13,417,292
Young Poisoner's Handbook, The (1995) 749,812
Average 38,008,604
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