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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Usual Suspects, The (1995) 1,120,000 Godfather, The (1972) 291,702,411 GoodFellas (1990) 67,336,394
Shawshank Redemption, The (1994) 28,341,469 Princess Bride, The (1987) 21,277,649 Reservoir Dogs (1992) 2,687,008
Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189 Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Hudsucker Proxy, The (1994) 2,869,369
Return of the Jedi (1983) 500,773,409 Usual Suspects, The (1995) 1,120,000 Alien (1979) 42,285,739
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Shawshank Redemption, The (1994) 28,341,469 Braindead (1992) 242,623
Average 192,990,380 Average 205,914,451 Average 84,763,371

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
Twelve Monkeys (1995) 82,512,000
Hunt for Red October, The (1990) 179,209,868
Sneakers (1992) 75,733,000
Night of the Living Dead (1968) 13,600,000
In the Company of Men (1997) 2,856,622
This Is Spinal Tap (1984) 188,751
Back to the Future (1985) 303,398,294
Silence of the Lambs, The (1991) 137,332,208
Apocalypse Now (1979) 42,606,290
Seven (Se7en) (1995) 143,225,000
Clueless (1995) 75,525,013
Clerks (1994) 3,151,130
Apollo 13 (1995) 94,378,651
Die Hard (1988) 116,707,729
Monty Python's Life of Brian (1979) 646,124
Die Hard: With a Vengeance (1995) 147,009,359
Die Hard 2 (1990) 120,083,665
Monty Python and the Holy Grail (1974) 1,821,082
Average 85,554,710
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