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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Braveheart (1995) 110,286,945
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Godfather: Part II, The (1974) 87,973,000
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Apocalypse Now (1979) 42,606,290
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 GoodFellas (1990) 67,336,394
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Fargo (1996) 24,611,975
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824
Average 151,294,025 Average 204,261,502 Average 161,708,104

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
Hunt for Red October, The (1990) 179,209,868
Taxi Driver (1976) 33,669,000
Toy Story (1995) 133,344,903
Schindler's List (1993) 140,409,248
Seven (Se7en) (1995) 143,225,000
Dances with Wolves (1990) 265,746,848
Amadeus (1984) 23,401,401
Gandhi (1982) 77,737,889
L.A. Confidential (1997) 64,604,977
Pulp Fiction (1994) 84,022,201
Heat (1995) 97,783,000
English Patient, The (1996) 111,415,132
Alien (1979) 42,285,739
Star Wars (1977) 731,853,665
Average 152,050,633
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