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 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Rear Window (1954) 6,759,601
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Return of the Jedi (1983) 500,773,409 Amadeus (1984) 23,401,401
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Trainspotting (1996) 16,501,785
Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411
Citizen Kane (1941) 1,640,769 Toy Story (1995) 133,344,903 Braindead (1992) 242,623
Rear Window (1954) 6,759,601 L.A. Confidential (1997) 64,604,977 Citizen Kane (1941) 1,640,769
Amadeus (1984) 23,401,401 Titanic (1997) 600,779,824 Apocalypse Now (1979) 42,606,290
Average 145,053,759 Average 271,316,431 Average 63,255,075

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
Much Ado About Nothing (1993) 22,551,000
Being There (1979) 30,177,511
This Is Spinal Tap (1984) 188,751
Hunt for Red October, The (1990) 179,209,868
Usual Suspects, The (1995) 1,120,000
Chasing Amy (1997) 12,006,514
Leaving Las Vegas (1995) 31,968,347
Brazil (1985) 6,500,000
Twelve Monkeys (1995) 82,512,000
Contact (1997) 149,887,543
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Sex, Lies, and Videotape (1989) 24,741,700
Bob Roberts (1992) 4,479,470
Casablanca (1942) 5,806,467
English Patient, The (1996) 111,415,132
Stand by Me (1986) 69,411,304
Fargo (1996) 24,611,975
American in Paris, An (1951) 12,505,000
Great Dictator, The (1940) 395,872
Average 49,548,866
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