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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Sense and Sensibility (1995) 62,493,774
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824
Silence of the Lambs, The (1991) 137,332,208 Sense and Sensibility (1995) 62,493,774 Dead Man Walking (1995) 39,025,000
Empire Strikes Back, The (1980) 225,554,189 Air Force One (1997) 250,384,803 Aladdin (1992) 328,782,825
Princess Bride, The (1987) 21,277,649 Jerry Maguire (1996) 228,557,864 Casablanca (1942) 5,806,467
Sense and Sensibility (1995) 62,493,774 Schindler's List (1993) 140,409,248 Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977 Silence of the Lambs, The (1991) 137,332,208 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Average 168,018,138 Average 191,229,221 Average 152,648,084

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
Shadowlands (1993) 25,842,000
Shall We Dance? (1996) 9,676,677
Men in Black (1997) 367,992,228
Good Will Hunting (1997) 192,328,280
Truth About Cats & Dogs, The (1996) 34,073,143
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Apollo 13 (1995) 94,378,651
Full Monty, The (1997) 45,857,453
Fast, Cheap & Out of Control (1997) 832,785
Shawshank Redemption, The (1994) 28,341,469
Amistad (1997) 44,175,394
Twelve Monkeys (1995) 82,512,000
Independence Day (ID4) (1996) 483,359,255
Four Weddings and a Funeral (1994) 75,888,832
Quiz Show (1994) 24,822,619
Return of the Jedi (1983) 500,773,409
Contact (1997) 149,887,543
Average 159,470,542
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