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 Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Casablanca (1942) 5,806,467
Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469 Twelve Monkeys (1995) 82,512,000
Terminator 2: Judgment Day (1991) 207,064,802 Titanic (1997) 600,779,824 Independence Day (ID4) (1996) 483,359,255
Casablanca (1942) 5,806,467 Twelve Monkeys (1995) 82,512,000 It's a Wonderful Life (1946) 3,548,018
Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903
Back to the Future (1985) 303,398,294 Sense and Sensibility (1995) 62,493,774 Alien (1979) 42,285,739
Amadeus (1984) 23,401,401 Star Trek: First Contact (1996) 207,001,027 Godfather, The (1972) 291,702,411
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Terminator 2: Judgment Day (1991) 207,064,802 Blade Runner (1982) 1,445,283
Average 130,377,723 Average 186,198,755 Average 120,967,775

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
Braveheart (1995) 110,286,945
Walk in the Clouds, A (1995) 73,516,507
Nina Takes a Lover (1994) 189,509
Star Wars (1977) 731,853,665
Schindler's List (1993) 140,409,248
Forrest Gump (1994) 485,691,196
When Harry Met Sally... (1989) 134,613,546
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Highlander (1986) 5,735,847
Contact (1997) 149,887,543
Don Juan DeMarco (1995) 22,200,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Pulp Fiction (1994) 84,022,201
Shall We Dance? (1996) 9,676,677
Return of the Jedi (1983) 500,773,409
Hamlet (1996) 4,414,535
Rumble in the Bronx (1995) 32,333,860
Monty Python and the Holy Grail (1974) 1,821,082
Four Weddings and a Funeral (1994) 75,888,832
Princess Bride, The (1987) 21,277,649
Speed (1994) 121,248,145
Cyrano de Bergerac (1990) 5,820,020
Much Ado About Nothing (1993) 22,551,000
Farewell My Concubine (1993) 5,216,888
Eat Drink Man Woman (1994) 7,294,403
Fantasia (1940) 49,310,882
GoldenEye (1995) 146,028,496
Beauty and the Beast (1991) 94,902,028
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Empire Strikes Back, The (1980) 225,554,189
Aladdin (1992) 328,782,825
Fargo (1996) 24,611,975
Usual Suspects, The (1995) 1,120,000
Men in Black (1997) 367,992,228
Average 128,556,979
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