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 L.A. Confidential (1997) 64,604,977
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Silence of the Lambs, The (1991) 137,332,208
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977 Contact (1997) 149,887,543 Secrets & Lies (1996) 13,417,292
Silence of the Lambs, The (1991) 137,332,208 L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Contact (1997) 149,887,543 Sense and Sensibility (1995) 62,493,774 Princess Bride, The (1987) 21,277,649
Sense and Sensibility (1995) 62,493,774 Leaving Las Vegas (1995) 31,968,347 Sense and Sensibility (1995) 62,493,774
Leaving Las Vegas (1995) 31,968,347 Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409
Secrets & Lies (1996) 13,417,292 Toy Story (1995) 133,344,903 Postino, Il (1994) 20,681,301
Average 222,444,928 Average 270,474,106 Average 91,991,542

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
Fools Rush In (1997) 29,291,566
Full Monty, The (1997) 45,857,453
Bullets Over Broadway (1994) 13,383,737
Forrest Gump (1994) 485,691,196
English Patient, The (1996) 111,415,132
Beautiful Girls (1996) 20,837,000
Big Night (1996) 11,881,039
Addicted to Love (1997) 34,656,904
Apocalypse Now (1979) 42,606,290
Annie Hall (1977) 57,253,791
Fargo (1996) 24,611,975
Fish Called Wanda, A (1988) 93,259,712
Sabrina (1995) 76,780,029
Amadeus (1984) 23,401,401
Truth About Cats & Dogs, The (1996) 34,073,143
Groundhog Day (1993) 103,406,973
Jerry Maguire (1996) 228,557,864
Average 84,527,365
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